{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "import numpy\n",
    "import pandas\n",
    "import scipy\n",
    "import re\n",
    "import string\n",
    "import datetime\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as plt\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pandas.options.mode.chained_assignment = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "file=open('./jbas7.csv')\n",
    "data=pandas.read_csv(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Issue_key</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Status</th>\n",
       "      <th>Project_name</th>\n",
       "      <th>Priority</th>\n",
       "      <th>Resolution</th>\n",
       "      <th>Components</th>\n",
       "      <th>Labels</th>\n",
       "      <th>...</th>\n",
       "      <th>Docs_lab</th>\n",
       "      <th>Build_lab</th>\n",
       "      <th>Testsuite_lab</th>\n",
       "      <th>ORM_lab</th>\n",
       "      <th>Rest_lab</th>\n",
       "      <th>Logging_lab</th>\n",
       "      <th>EE_lab</th>\n",
       "      <th>OSGI_lab</th>\n",
       "      <th>JCA_lab</th>\n",
       "      <th>Other_lab</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>AS7-6341</td>\n",
       "      <td>EJB2 CMP - 'JBAS014172: Instance not found in ...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>AS7-6441</td>\n",
       "      <td>Transaction automatically started for MDB even...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>EJB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>AS7-995</td>\n",
       "      <td>Exploded EAR deployment error - java.util.zip....</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>VFS</td>\n",
       "      <td>ear maven vfs</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>AS7-1739</td>\n",
       "      <td>resteasy.scan=true in web.xml causes error</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Done</td>\n",
       "      <td>REST Test Suite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>AS7-4208</td>\n",
       "      <td>Inconsistent behaviour when dealing with reste...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>REST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>AS7-2593</td>\n",
       "      <td>Hang in IIOPNamingTestCase with OpenJDK</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>IIOP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>AS7-6911</td>\n",
       "      <td>jconsole fails if trying to connect to a stand...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>CLI</td>\n",
       "      <td>cli</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>AS7-2185</td>\n",
       "      <td>Don't expose the platform LoggingMXBean over m...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>as7-ignored</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>AS7-5832</td>\n",
       "      <td>Unable to read undefined messaging queue attri...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JMS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>AS7-4747</td>\n",
       "      <td>xercesImpl-2.9.1-jbossas-1.jar is susceptible ...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>xercesImpl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>AS7-4441</td>\n",
       "      <td>JPA hibernate.cache.region_prefix property fai...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Done</td>\n",
       "      <td>JMX JPA / Hibernate Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>AS7-2199</td>\n",
       "      <td>connection related operations fail for the new...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>AS7-2899</td>\n",
       "      <td>entities returned from Queries that are create...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JPA / Hibernate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>AS7-4126</td>\n",
       "      <td>double values cannot be read from dmr response</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Console</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>AS7-4776</td>\n",
       "      <td>Error during (re) adding connection factory us...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>JCA</td>\n",
       "      <td>EAP6_Needs_Triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>AS7-3736</td>\n",
       "      <td>javax.el.BeanELResolver.properties keeps refer...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>EE</td>\n",
       "      <td>BeanELResolver classloader leak, memory</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>AS7-3940</td>\n",
       "      <td>bundled jsf deployment fails when org.jboss.jb...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JSF</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>AS7-3386</td>\n",
       "      <td>Infinispan subsystem need support for eagerly ...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>AS7-1930</td>\n",
       "      <td>java.sql.SQLException: Invalid state, the Prep...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Out of Date</td>\n",
       "      <td>JCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>AS7-3005</td>\n",
       "      <td>Failed to flush datasource pool</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Cannot Reproduce</td>\n",
       "      <td>JCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>AS7-2138</td>\n",
       "      <td>javax.naming.NameNotFoundException: rmi://127....</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JMX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>AS7-1949</td>\n",
       "      <td>JBREM00200: Remote connection failed: java.io....</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Duplicate Issue</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>AS7-1345</td>\n",
       "      <td>sub-deployment declared as wrong type in jboss...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>AS7-3414</td>\n",
       "      <td>Symbolic links inside deployed ear/war are not...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Web</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>AS7-5224</td>\n",
       "      <td>[JBoss 7.1.0.Final] High CPU usage for single-...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Rejected</td>\n",
       "      <td>Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>AS7-4443</td>\n",
       "      <td>Admin console hangs with \"Loading...\" icon spi...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Out of Date</td>\n",
       "      <td>Console</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>AS7-3050</td>\n",
       "      <td>RESTEasy: Boolean configuration parameters don...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>REST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>AS7-5043</td>\n",
       "      <td>Filtering of logging messages works incorrectly</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Logging</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>AS7-2561</td>\n",
       "      <td>Subsystems get reordered when xml is marshalled</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>AS7-5644</td>\n",
       "      <td>Lost configProperties due to concurrent adds t...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>JCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2914</th>\n",
       "      <td>2944</td>\n",
       "      <td>944</td>\n",
       "      <td>AS7-136</td>\n",
       "      <td>@Resource on setters isn't processed corretly ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2915</th>\n",
       "      <td>2945</td>\n",
       "      <td>945</td>\n",
       "      <td>AS7-134</td>\n",
       "      <td>Update Java EE API versions to Final releases</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2916</th>\n",
       "      <td>2946</td>\n",
       "      <td>946</td>\n",
       "      <td>AS7-133</td>\n",
       "      <td>Enforce uniqueness of a managed bean name in t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2917</th>\n",
       "      <td>2947</td>\n",
       "      <td>947</td>\n",
       "      <td>AS7-131</td>\n",
       "      <td>CLI address parsing is overly restrictive</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>2948</td>\n",
       "      <td>948</td>\n",
       "      <td>AS7-132</td>\n",
       "      <td>serialization of SimpleServerDeploymentActionR...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>2949</td>\n",
       "      <td>949</td>\n",
       "      <td>AS7-129</td>\n",
       "      <td>ServerDeploymentRepository not available on de...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>2950</td>\n",
       "      <td>950</td>\n",
       "      <td>AS7-130</td>\n",
       "      <td>Close ProtocolServer's server socket on stop()</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2921</th>\n",
       "      <td>2951</td>\n",
       "      <td>951</td>\n",
       "      <td>AS7-128</td>\n",
       "      <td>Inherited operations do not appear in read-res...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>2952</td>\n",
       "      <td>952</td>\n",
       "      <td>AS7-127</td>\n",
       "      <td>Server fails to start if JAVA_HOME is not set</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>2953</td>\n",
       "      <td>953</td>\n",
       "      <td>AS7-126</td>\n",
       "      <td>Service in START_FAILED state does not transit...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924</th>\n",
       "      <td>2954</td>\n",
       "      <td>954</td>\n",
       "      <td>AS7-124</td>\n",
       "      <td>AS7 build causes PermGen error in distro assembly</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Build System</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2925</th>\n",
       "      <td>2955</td>\n",
       "      <td>955</td>\n",
       "      <td>AS7-125</td>\n",
       "      <td>Undeploy does not remove the global naming ser...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Naming</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2926</th>\n",
       "      <td>2956</td>\n",
       "      <td>956</td>\n",
       "      <td>AS7-122</td>\n",
       "      <td>AS7 undeployment doesn't work properly for ide...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927</th>\n",
       "      <td>2957</td>\n",
       "      <td>957</td>\n",
       "      <td>AS7-123</td>\n",
       "      <td>Problem during SM shutdown</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>2958</td>\n",
       "      <td>958</td>\n",
       "      <td>AS7-121</td>\n",
       "      <td>No way to apply a socket binding port offset t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2929</th>\n",
       "      <td>2959</td>\n",
       "      <td>959</td>\n",
       "      <td>AS7-15</td>\n",
       "      <td>&lt;any-address/&gt; interface specification lost in...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2930</th>\n",
       "      <td>2960</td>\n",
       "      <td>960</td>\n",
       "      <td>AS7-16</td>\n",
       "      <td>Undeploying OSGi bundle stops the Framework</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>OSGi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2931</th>\n",
       "      <td>2961</td>\n",
       "      <td>961</td>\n",
       "      <td>AS7-14</td>\n",
       "      <td>Race Condition in ServiceDeploymentTestCase</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2932</th>\n",
       "      <td>2962</td>\n",
       "      <td>962</td>\n",
       "      <td>AS7-12</td>\n",
       "      <td>Deployments droped into standalone/deployments...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2933</th>\n",
       "      <td>2963</td>\n",
       "      <td>963</td>\n",
       "      <td>AS7-13</td>\n",
       "      <td>Encoding not properly supported for domain.xml</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2934</th>\n",
       "      <td>2964</td>\n",
       "      <td>964</td>\n",
       "      <td>AS7-11</td>\n",
       "      <td>AS 7 failes to compile on a clean machine</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>Test Suite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2935</th>\n",
       "      <td>2965</td>\n",
       "      <td>965</td>\n",
       "      <td>AS7-10</td>\n",
       "      <td>Parent POM distributionManagement is wrong</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Build System</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2936</th>\n",
       "      <td>2966</td>\n",
       "      <td>966</td>\n",
       "      <td>AS7-9</td>\n",
       "      <td>Intermittent failures in org.jboss.as.process....</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2937</th>\n",
       "      <td>2967</td>\n",
       "      <td>967</td>\n",
       "      <td>AS7-8</td>\n",
       "      <td>Deploying an application that has its own slf4...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Done</td>\n",
       "      <td>Logging</td>\n",
       "      <td>logging slf4j</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2938</th>\n",
       "      <td>2968</td>\n",
       "      <td>968</td>\n",
       "      <td>AS7-6</td>\n",
       "      <td>Race condition in JCA datasource deployments</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2939</th>\n",
       "      <td>2969</td>\n",
       "      <td>969</td>\n",
       "      <td>AS7-7</td>\n",
       "      <td>Classload failure because of GC on MountHandle</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2940</th>\n",
       "      <td>2970</td>\n",
       "      <td>970</td>\n",
       "      <td>AS7-5</td>\n",
       "      <td>Property names in ServerEnvironment are incorrect</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Done</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2941</th>\n",
       "      <td>2971</td>\n",
       "      <td>971</td>\n",
       "      <td>AS7-4</td>\n",
       "      <td>Cannot use java.util.ServiceLoader in subsystem</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Class Loading</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2942</th>\n",
       "      <td>2972</td>\n",
       "      <td>972</td>\n",
       "      <td>AS7-3</td>\n",
       "      <td>DeploymentUnitProcessor may construct the Mani...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2943</th>\n",
       "      <td>2973</td>\n",
       "      <td>973</td>\n",
       "      <td>AS7-2</td>\n",
       "      <td>ThreadsParser fail with bounded-queue-thread-pool</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2944 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0  Unnamed: 0.1 Issue_key  \\\n",
       "0              0             0  AS7-6341   \n",
       "1              1             1  AS7-6441   \n",
       "2              2             2   AS7-995   \n",
       "3              3             3  AS7-1739   \n",
       "4              4             4  AS7-4208   \n",
       "5              5             5  AS7-2593   \n",
       "6              6             6  AS7-6911   \n",
       "7              7             7  AS7-2185   \n",
       "8              8             8  AS7-5832   \n",
       "9              9             9  AS7-4747   \n",
       "10            10            10  AS7-4441   \n",
       "11            11            11  AS7-2199   \n",
       "12            12            12  AS7-2899   \n",
       "13            14            14  AS7-4126   \n",
       "14            15            15  AS7-4776   \n",
       "15            16            16  AS7-3736   \n",
       "16            17            17  AS7-3940   \n",
       "17            18            18  AS7-3386   \n",
       "18            19            19  AS7-1930   \n",
       "19            20            20  AS7-3005   \n",
       "20            21            21  AS7-2138   \n",
       "21            22            22  AS7-1949   \n",
       "22            23            23  AS7-1345   \n",
       "23            24            24  AS7-3414   \n",
       "24            25            25  AS7-5224   \n",
       "25            26            26  AS7-4443   \n",
       "26            27            27  AS7-3050   \n",
       "27            28            28  AS7-5043   \n",
       "28            29            29  AS7-2561   \n",
       "29            30            30  AS7-5644   \n",
       "...          ...           ...       ...   \n",
       "2914        2944           944   AS7-136   \n",
       "2915        2945           945   AS7-134   \n",
       "2916        2946           946   AS7-133   \n",
       "2917        2947           947   AS7-131   \n",
       "2918        2948           948   AS7-132   \n",
       "2919        2949           949   AS7-129   \n",
       "2920        2950           950   AS7-130   \n",
       "2921        2951           951   AS7-128   \n",
       "2922        2952           952   AS7-127   \n",
       "2923        2953           953   AS7-126   \n",
       "2924        2954           954   AS7-124   \n",
       "2925        2955           955   AS7-125   \n",
       "2926        2956           956   AS7-122   \n",
       "2927        2957           957   AS7-123   \n",
       "2928        2958           958   AS7-121   \n",
       "2929        2959           959    AS7-15   \n",
       "2930        2960           960    AS7-16   \n",
       "2931        2961           961    AS7-14   \n",
       "2932        2962           962    AS7-12   \n",
       "2933        2963           963    AS7-13   \n",
       "2934        2964           964    AS7-11   \n",
       "2935        2965           965    AS7-10   \n",
       "2936        2966           966     AS7-9   \n",
       "2937        2967           967     AS7-8   \n",
       "2938        2968           968     AS7-6   \n",
       "2939        2969           969     AS7-7   \n",
       "2940        2970           970     AS7-5   \n",
       "2941        2971           971     AS7-4   \n",
       "2942        2972           972     AS7-3   \n",
       "2943        2973           973     AS7-2   \n",
       "\n",
       "                                                Summary    Status  \\\n",
       "0     EJB2 CMP - 'JBAS014172: Instance not found in ...  Resolved   \n",
       "1     Transaction automatically started for MDB even...  Resolved   \n",
       "2     Exploded EAR deployment error - java.util.zip....    Closed   \n",
       "3            resteasy.scan=true in web.xml causes error    Closed   \n",
       "4     Inconsistent behaviour when dealing with reste...  Resolved   \n",
       "5               Hang in IIOPNamingTestCase with OpenJDK  Resolved   \n",
       "6     jconsole fails if trying to connect to a stand...  Resolved   \n",
       "7     Don't expose the platform LoggingMXBean over m...  Resolved   \n",
       "8     Unable to read undefined messaging queue attri...  Resolved   \n",
       "9     xercesImpl-2.9.1-jbossas-1.jar is susceptible ...  Resolved   \n",
       "10    JPA hibernate.cache.region_prefix property fai...    Closed   \n",
       "11    connection related operations fail for the new...  Resolved   \n",
       "12    entities returned from Queries that are create...    Closed   \n",
       "13       double values cannot be read from dmr response    Closed   \n",
       "14    Error during (re) adding connection factory us...  Resolved   \n",
       "15    javax.el.BeanELResolver.properties keeps refer...  Resolved   \n",
       "16    bundled jsf deployment fails when org.jboss.jb...  Resolved   \n",
       "17    Infinispan subsystem need support for eagerly ...  Resolved   \n",
       "18    java.sql.SQLException: Invalid state, the Prep...    Closed   \n",
       "19                      Failed to flush datasource pool  Resolved   \n",
       "20    javax.naming.NameNotFoundException: rmi://127....  Resolved   \n",
       "21    JBREM00200: Remote connection failed: java.io....    Closed   \n",
       "22    sub-deployment declared as wrong type in jboss...  Resolved   \n",
       "23    Symbolic links inside deployed ear/war are not...  Resolved   \n",
       "24    [JBoss 7.1.0.Final] High CPU usage for single-...  Resolved   \n",
       "25    Admin console hangs with \"Loading...\" icon spi...  Resolved   \n",
       "26    RESTEasy: Boolean configuration parameters don...  Resolved   \n",
       "27      Filtering of logging messages works incorrectly  Resolved   \n",
       "28      Subsystems get reordered when xml is marshalled  Resolved   \n",
       "29    Lost configProperties due to concurrent adds t...  Resolved   \n",
       "...                                                 ...       ...   \n",
       "2914  @Resource on setters isn't processed corretly ...    Closed   \n",
       "2915      Update Java EE API versions to Final releases    Closed   \n",
       "2916  Enforce uniqueness of a managed bean name in t...    Closed   \n",
       "2917          CLI address parsing is overly restrictive    Closed   \n",
       "2918  serialization of SimpleServerDeploymentActionR...    Closed   \n",
       "2919  ServerDeploymentRepository not available on de...    Closed   \n",
       "2920     Close ProtocolServer's server socket on stop()    Closed   \n",
       "2921  Inherited operations do not appear in read-res...    Closed   \n",
       "2922      Server fails to start if JAVA_HOME is not set    Closed   \n",
       "2923  Service in START_FAILED state does not transit...    Closed   \n",
       "2924  AS7 build causes PermGen error in distro assembly    Closed   \n",
       "2925  Undeploy does not remove the global naming ser...    Closed   \n",
       "2926  AS7 undeployment doesn't work properly for ide...    Closed   \n",
       "2927                         Problem during SM shutdown    Closed   \n",
       "2928  No way to apply a socket binding port offset t...    Closed   \n",
       "2929  <any-address/> interface specification lost in...    Closed   \n",
       "2930        Undeploying OSGi bundle stops the Framework    Closed   \n",
       "2931        Race Condition in ServiceDeploymentTestCase    Closed   \n",
       "2932  Deployments droped into standalone/deployments...    Closed   \n",
       "2933     Encoding not properly supported for domain.xml    Closed   \n",
       "2934          AS 7 failes to compile on a clean machine    Closed   \n",
       "2935         Parent POM distributionManagement is wrong    Closed   \n",
       "2936  Intermittent failures in org.jboss.as.process....    Closed   \n",
       "2937  Deploying an application that has its own slf4...    Closed   \n",
       "2938       Race condition in JCA datasource deployments    Closed   \n",
       "2939    Classload failure because of GC on MountHandle     Closed   \n",
       "2940  Property names in ServerEnvironment are incorrect    Closed   \n",
       "2941    Cannot use java.util.ServiceLoader in subsystem    Closed   \n",
       "2942  DeploymentUnitProcessor may construct the Mani...    Closed   \n",
       "2943  ThreadsParser fail with bounded-queue-thread-pool    Closed   \n",
       "\n",
       "              Project_name  Priority        Resolution  \\\n",
       "0     Application Server 7     Minor              Done   \n",
       "1     Application Server 7     Major              Done   \n",
       "2     Application Server 7     Major              Done   \n",
       "3     Application Server 7     Minor              Done   \n",
       "4     Application Server 7     Major              Done   \n",
       "5     Application Server 7     Major              Done   \n",
       "6     Application Server 7     Major              Done   \n",
       "7     Application Server 7     Major              Done   \n",
       "8     Application Server 7     Major              Done   \n",
       "9     Application Server 7     Major              Done   \n",
       "10    Application Server 7     Minor              Done   \n",
       "11    Application Server 7     Major              Done   \n",
       "12    Application Server 7     Major              Done   \n",
       "13    Application Server 7     Major              Done   \n",
       "14    Application Server 7  Critical              Done   \n",
       "15    Application Server 7     Major              Done   \n",
       "16    Application Server 7     Major              Done   \n",
       "17    Application Server 7  Critical              Done   \n",
       "18    Application Server 7     Major       Out of Date   \n",
       "19    Application Server 7     Major  Cannot Reproduce   \n",
       "20    Application Server 7     Major              Done   \n",
       "21    Application Server 7     Major   Duplicate Issue   \n",
       "22    Application Server 7     Major              Done   \n",
       "23    Application Server 7     Major              Done   \n",
       "24    Application Server 7     Major          Rejected   \n",
       "25    Application Server 7     Major       Out of Date   \n",
       "26    Application Server 7     Major              Done   \n",
       "27    Application Server 7     Major              Done   \n",
       "28    Application Server 7  Critical              Done   \n",
       "29    Application Server 7     Major              Done   \n",
       "...                    ...       ...               ...   \n",
       "2914  Application Server 7     Major              Done   \n",
       "2915  Application Server 7     Major              Done   \n",
       "2916  Application Server 7     Major              Done   \n",
       "2917  Application Server 7     Major              Done   \n",
       "2918  Application Server 7     Major              Done   \n",
       "2919  Application Server 7     Major              Done   \n",
       "2920  Application Server 7     Major              Done   \n",
       "2921  Application Server 7     Major              Done   \n",
       "2922  Application Server 7  Critical              Done   \n",
       "2923  Application Server 7     Major              Done   \n",
       "2924  Application Server 7     Major              Done   \n",
       "2925  Application Server 7     Major              Done   \n",
       "2926  Application Server 7     Major              Done   \n",
       "2927  Application Server 7     Major              Done   \n",
       "2928  Application Server 7     Major              Done   \n",
       "2929  Application Server 7     Major              Done   \n",
       "2930  Application Server 7     Major              Done   \n",
       "2931  Application Server 7     Major              Done   \n",
       "2932  Application Server 7     Major              Done   \n",
       "2933  Application Server 7     Major              Done   \n",
       "2934  Application Server 7   Blocker              Done   \n",
       "2935  Application Server 7     Major              Done   \n",
       "2936  Application Server 7     Major              Done   \n",
       "2937  Application Server 7     Minor              Done   \n",
       "2938  Application Server 7   Blocker              Done   \n",
       "2939  Application Server 7   Blocker              Done   \n",
       "2940  Application Server 7     Minor              Done   \n",
       "2941  Application Server 7     Major              Done   \n",
       "2942  Application Server 7     Major              Done   \n",
       "2943  Application Server 7   Blocker              Done   \n",
       "\n",
       "                       Components                                    Labels  \\\n",
       "0                             EJB                                       NaN   \n",
       "1                             EJB                                       NaN   \n",
       "2                             VFS                             ear maven vfs   \n",
       "3                 REST Test Suite                                       NaN   \n",
       "4                            REST                                       NaN   \n",
       "5                            IIOP                                       NaN   \n",
       "6                             CLI                                       cli   \n",
       "7               Domain Management                               as7-ignored   \n",
       "8                             JMS                                       NaN   \n",
       "9                               ?                                xercesImpl   \n",
       "10     JMX JPA / Hibernate Server                                       NaN   \n",
       "11                            JCA                                       NaN   \n",
       "12                JPA / Hibernate                                       NaN   \n",
       "13                        Console                                       NaN   \n",
       "14                            JCA                         EAP6_Needs_Triage   \n",
       "15                             EE   BeanELResolver classloader leak, memory   \n",
       "16                            JSF                                       NaN   \n",
       "17                     Clustering                                       NaN   \n",
       "18                            JCA                                       NaN   \n",
       "19                            JCA                                       NaN   \n",
       "20                            JMX                                       NaN   \n",
       "21                              ?                                       NaN   \n",
       "22                              ?                                       NaN   \n",
       "23                            Web                                       NaN   \n",
       "24                         Server                                       NaN   \n",
       "25                        Console                                       NaN   \n",
       "26                           REST                                       NaN   \n",
       "27                        Logging                                       NaN   \n",
       "28              Domain Management                                       NaN   \n",
       "29                            JCA                                       NaN   \n",
       "...                           ...                                       ...   \n",
       "2914                            ?                                       NaN   \n",
       "2915                            ?                                       NaN   \n",
       "2916                            ?                                       NaN   \n",
       "2917                            ?                                       NaN   \n",
       "2918                            ?                                       NaN   \n",
       "2919                       Server                                       NaN   \n",
       "2920                            ?                                       NaN   \n",
       "2921            Domain Management                                       NaN   \n",
       "2922                            ?                                       NaN   \n",
       "2923                            ?                                       NaN   \n",
       "2924                 Build System                                       NaN   \n",
       "2925                       Naming                                       NaN   \n",
       "2926                            ?                                       NaN   \n",
       "2927            Domain Management                                       NaN   \n",
       "2928            Domain Management                                       NaN   \n",
       "2929            Domain Management                                       NaN   \n",
       "2930                         OSGi                                       NaN   \n",
       "2931                            ?                                       NaN   \n",
       "2932                            ?                                       NaN   \n",
       "2933            Domain Management                                       NaN   \n",
       "2934                   Test Suite                                       NaN   \n",
       "2935                 Build System                                       NaN   \n",
       "2936                            ?                                       NaN   \n",
       "2937                      Logging                             logging slf4j   \n",
       "2938                            ?                                       NaN   \n",
       "2939                            ?                                       NaN   \n",
       "2940            Domain Management                                       NaN   \n",
       "2941                Class Loading                                       NaN   \n",
       "2942                            ?                                       NaN   \n",
       "2943                            ?                                       NaN   \n",
       "\n",
       "        ...    Docs_lab  Build_lab  Testsuite_lab  ORM_lab Rest_lab  \\\n",
       "0       ...           0          0              0        0        0   \n",
       "1       ...           0          0              0        0        0   \n",
       "2       ...           0          0              0        0        0   \n",
       "3       ...           0          0              1        0        1   \n",
       "4       ...           0          0              0        0        1   \n",
       "5       ...           0          0              0        0        0   \n",
       "6       ...           0          0              0        0        0   \n",
       "7       ...           0          0              0        0        0   \n",
       "8       ...           0          0              0        0        0   \n",
       "9       ...           0          0              0        0        0   \n",
       "10      ...           0          0              0        1        0   \n",
       "11      ...           0          0              0        0        0   \n",
       "12      ...           0          0              0        1        0   \n",
       "13      ...           0          0              0        0        0   \n",
       "14      ...           0          0              0        0        0   \n",
       "15      ...           0          0              0        0        0   \n",
       "16      ...           0          0              0        0        0   \n",
       "17      ...           0          0              0        0        0   \n",
       "18      ...           0          0              0        0        0   \n",
       "19      ...           0          0              0        0        0   \n",
       "20      ...           0          0              0        0        0   \n",
       "21      ...           0          0              0        0        0   \n",
       "22      ...           0          0              0        0        0   \n",
       "23      ...           0          0              0        0        0   \n",
       "24      ...           0          0              0        0        0   \n",
       "25      ...           0          0              0        0        0   \n",
       "26      ...           0          0              0        0        1   \n",
       "27      ...           0          0              0        0        0   \n",
       "28      ...           0          0              0        0        0   \n",
       "29      ...           0          0              0        0        0   \n",
       "...     ...         ...        ...            ...      ...      ...   \n",
       "2914    ...           0          0              0        0        0   \n",
       "2915    ...           0          0              0        0        0   \n",
       "2916    ...           0          0              0        0        0   \n",
       "2917    ...           0          0              0        0        0   \n",
       "2918    ...           0          0              0        0        0   \n",
       "2919    ...           0          0              0        0        0   \n",
       "2920    ...           0          0              0        0        0   \n",
       "2921    ...           0          0              0        0        0   \n",
       "2922    ...           0          0              0        0        0   \n",
       "2923    ...           0          0              0        0        0   \n",
       "2924    ...           0          1              0        0        0   \n",
       "2925    ...           0          0              0        0        0   \n",
       "2926    ...           0          0              0        0        0   \n",
       "2927    ...           0          0              0        0        0   \n",
       "2928    ...           0          0              0        0        0   \n",
       "2929    ...           0          0              0        0        0   \n",
       "2930    ...           0          0              0        0        0   \n",
       "2931    ...           0          0              0        0        0   \n",
       "2932    ...           0          0              0        0        0   \n",
       "2933    ...           0          0              0        0        0   \n",
       "2934    ...           0          0              1        0        0   \n",
       "2935    ...           0          1              0        0        0   \n",
       "2936    ...           0          0              0        0        0   \n",
       "2937    ...           0          0              0        0        0   \n",
       "2938    ...           0          0              0        0        0   \n",
       "2939    ...           0          0              0        0        0   \n",
       "2940    ...           0          0              0        0        0   \n",
       "2941    ...           0          0              0        0        0   \n",
       "2942    ...           0          0              0        0        0   \n",
       "2943    ...           0          0              0        0        0   \n",
       "\n",
       "     Logging_lab EE_lab OSGI_lab JCA_lab Other_lab  \n",
       "0              0      0        0       0         0  \n",
       "1              0      0        0       0         0  \n",
       "2              0      0        0       0         1  \n",
       "3              0      0        0       0         0  \n",
       "4              0      0        0       0         0  \n",
       "5              0      0        0       0         0  \n",
       "6              0      0        0       0         0  \n",
       "7              0      0        0       0         0  \n",
       "8              0      0        0       0         0  \n",
       "9              0      0        0       0         1  \n",
       "10             0      0        0       0         0  \n",
       "11             0      0        0       1         0  \n",
       "12             0      0        0       0         0  \n",
       "13             0      0        0       0         0  \n",
       "14             0      0        0       1         0  \n",
       "15             0      1        0       0         0  \n",
       "16             0      1        0       0         0  \n",
       "17             0      0        0       0         0  \n",
       "18             0      0        0       1         0  \n",
       "19             0      0        0       1         0  \n",
       "20             0      0        0       0         0  \n",
       "21             0      0        0       0         1  \n",
       "22             0      0        0       0         1  \n",
       "23             0      0        0       0         0  \n",
       "24             0      0        0       0         0  \n",
       "25             0      0        0       0         0  \n",
       "26             0      0        0       0         0  \n",
       "27             1      0        0       0         0  \n",
       "28             0      0        0       0         0  \n",
       "29             0      0        0       1         0  \n",
       "...          ...    ...      ...     ...       ...  \n",
       "2914           0      0        0       0         1  \n",
       "2915           0      0        0       0         1  \n",
       "2916           0      0        0       0         1  \n",
       "2917           0      0        0       0         1  \n",
       "2918           0      0        0       0         1  \n",
       "2919           0      0        0       0         0  \n",
       "2920           0      0        0       0         1  \n",
       "2921           0      0        0       0         0  \n",
       "2922           0      0        0       0         1  \n",
       "2923           0      0        0       0         1  \n",
       "2924           0      0        0       0         0  \n",
       "2925           0      0        0       0         0  \n",
       "2926           0      0        0       0         1  \n",
       "2927           0      0        0       0         0  \n",
       "2928           0      0        0       0         0  \n",
       "2929           0      0        0       0         0  \n",
       "2930           0      0        1       0         0  \n",
       "2931           0      0        0       0         1  \n",
       "2932           0      0        0       0         1  \n",
       "2933           0      0        0       0         0  \n",
       "2934           0      0        0       0         0  \n",
       "2935           0      0        0       0         0  \n",
       "2936           0      0        0       0         1  \n",
       "2937           1      0        0       0         0  \n",
       "2938           0      0        0       0         1  \n",
       "2939           0      0        0       0         1  \n",
       "2940           0      0        0       0         0  \n",
       "2941           0      0        0       0         0  \n",
       "2942           0      0        0       0         1  \n",
       "2943           0      0        0       0         1  \n",
       "\n",
       "[2944 rows x 43 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ttr\n",
      "Минимум: 0  Максимум: 1792  Среднее: 39.53498641304348\n",
      "Attachments\n",
      "Минимум: 0  Максимум: 15  Среднее: 0.21535326086956522\n",
      "Comments\n",
      "Минимум: 0  Максимум: 83  Среднее: 2.9096467391304346\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def infa(data, field):\n",
    "    print (field)    \n",
    "    print ('Минимум: ' + str(data[field].min())+ '  Максимум: ' + str(data[field].max())+'  Среднее: ' + str(data[field].mean()))\n",
    "     \n",
    "  \n",
    "    plt.figure()\n",
    "    btt=numpy.array(data[field])\n",
    "    hist_rf=plt.hist(btt, weights=numpy.zeros_like(btt) + 1. / btt.size, bins=10)\n",
    "    plt.title(field) \n",
    "    \n",
    "    return\n",
    "\n",
    "infa(data, 'ttr')\n",
    "infa(data, 'Attachments')\n",
    "infa(data, 'Comments')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Status\n",
      "Closed       614\n",
      "Resolved    2330\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Смотрим, какие статусы есть, и отображаем это на pie chart\n",
    "print(data.groupby(['Status'])['Issue_key'].count())\n",
    "plot = data.groupby(['Status'])['Issue_key'].count().plot.pie(y='Status', figsize=(3, 3), legend=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Resolution\n",
      "Cannot Reproduce             89\n",
      "Deferred                     10\n",
      "Done                       2253\n",
      "Duplicate Issue             112\n",
      "Incomplete Description        5\n",
      "Migrated to another ITS       1\n",
      "Out of Date                 134\n",
      "Partially Completed          12\n",
      "Rejected                    251\n",
      "Won't Fix                    77\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(data.groupby(['Resolution'])['Issue_key'].count())\n",
    "plot = data.groupby(['Resolution'])['Issue_key'].count().plot.pie(y='Status', figsize=(7, 7),  legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Priority\n",
      "Blocker      166\n",
      "Critical     313\n",
      "Major       2262\n",
      "Minor        191\n",
      "Optional       4\n",
      "Trivial        8\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(data.groupby(['Priority'])['Issue_key'].count())\n",
    "plot = data.groupby(['Priority'])['Issue_key'].count().plot.pie(y='Status', figsize=(5, 5),legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "was_reopened\n",
      "0.0    2691\n",
      "1.0     253\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(data.groupby(['was_reopened'])['Issue_key'].count())\n",
    "plot = data.groupby(['was_reopened'])['Issue_key'].count().plot.pie(y='Status', figsize=(5, 5),legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "AOT=['Config', 'Clustering', 'Deploy', 'DomManag', 'EJB', 'JMS', 'Security', 'Server', 'Web', 'Docs', 'Build','Testsuite', 'ORM', 'Rest', 'Logging', 'EE', 'OSGI', 'JCA' , 'Other']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 19 artists>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "an={}\n",
    "for i in range(len(AOT)):\n",
    "    an.update({AOT[i]:data[AOT[i]+'_lab'].sum()}) \n",
    "\n",
    "#строим bar chart    \n",
    "plt.figure()\n",
    "plt.xticks(range(len(an)), an.keys(),rotation=45, rotation_mode='anchor')    \n",
    "plt.bar(range(len(an)), list(an.values()), align='center')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:5: FutureWarning: specifying 'categories' or 'ordered' in .astype() is deprecated; pass a CategoricalDtype instead\n",
      "  \"\"\"\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "bin_data=data\n",
    "\n",
    "bin_data=pandas.get_dummies(bin_data, prefix=['Resolution'], columns=['Resolution'])\n",
    "\n",
    "bin_data['Priority_ord']=bin_data['Priority'].astype(\"category\", ordered=True,categories=['Optional', 'Trivial', 'Minor', 'Major', 'Critical', 'Blocker']).cat.codes\n",
    "\n",
    "bin_data['norm_ttr']=preprocessing.scale(bin_data['ttr'])\n",
    "bin_data['norm_att']=preprocessing.scale(bin_data['Attachments'])\n",
    "bin_data['norm_comm']=preprocessing.scale(bin_data['Comments'])\n",
    "\n",
    "bin_data['Resolution_Wont Fix_new']=bin_data[\"Resolution_Won't Fix\"]+bin_data['Resolution_Incomplete Description']\n",
    "bin_data['Resolution_Out of Date_new']=bin_data['Resolution_Out of Date']+bin_data['Resolution_Deferred']+bin_data['Resolution_Partially Completed']+bin_data['Resolution_Migrated to another ITS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Issue_key</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Status</th>\n",
       "      <th>Project_name</th>\n",
       "      <th>Priority</th>\n",
       "      <th>Components</th>\n",
       "      <th>Labels</th>\n",
       "      <th>Description</th>\n",
       "      <th>...</th>\n",
       "      <th>Resolution_Out of Date</th>\n",
       "      <th>Resolution_Partially Completed</th>\n",
       "      <th>Resolution_Rejected</th>\n",
       "      <th>Resolution_Won't Fix</th>\n",
       "      <th>Priority_ord</th>\n",
       "      <th>norm_ttr</th>\n",
       "      <th>norm_att</th>\n",
       "      <th>norm_comm</th>\n",
       "      <th>Resolution_Wont Fix_new</th>\n",
       "      <th>Resolution_Out of Date_new</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>AS7-6341</td>\n",
       "      <td>EJB2 CMP - 'JBAS014172: Instance not found in ...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>EJB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>If an entity is removed and new created withi...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.387633</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>1.506962</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>AS7-6441</td>\n",
       "      <td>Transaction automatically started for MDB even...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>EJB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When an MDB uses BMT a transaction is still b...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.374938</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>AS7-995</td>\n",
       "      <td>Exploded EAR deployment error - java.util.zip....</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>VFS</td>\n",
       "      <td>ear maven vfs</td>\n",
       "      <td>Deployment of EAR application (ejb module, JS...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.451106</td>\n",
       "      <td>1.040722</td>\n",
       "      <td>0.022356</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>AS7-1739</td>\n",
       "      <td>resteasy.scan=true in web.xml causes error</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>REST Test Suite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>If I use &lt;tt&gt;resteasy.scan=true&lt;/tt&gt; configur...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.259797</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>AS7-4208</td>\n",
       "      <td>Inconsistent behaviour when dealing with reste...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>REST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some of the early code uses these parameters ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>AS7-2593</td>\n",
       "      <td>Hang in IIOPNamingTestCase with OpenJDK</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>IIOP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.046869</td>\n",
       "      <td>3.693436</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>AS7-6911</td>\n",
       "      <td>jconsole fails if trying to connect to a stand...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>CLI</td>\n",
       "      <td>cli</td>\n",
       "      <td>If JBoss AS7/8 is started using port-offset a...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.451106</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>2.001830</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>AS7-2185</td>\n",
       "      <td>Don't expose the platform LoggingMXBean over m...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>as7-ignored</td>\n",
       "      <td>Currently we are exposing the logging MXBean ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.247991</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.764659</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>AS7-5832</td>\n",
       "      <td>Unable to read undefined messaging queue attri...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>JMS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>if there is no dead-letter-address defined fo...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.489190</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>AS7-4747</td>\n",
       "      <td>xercesImpl-2.9.1-jbossas-1.jar is susceptible ...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>xercesImpl</td>\n",
       "      <td>The current version of xerces (&lt;em&gt;xercesImpl...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.489190</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>AS7-4441</td>\n",
       "      <td>JPA hibernate.cache.region_prefix property fai...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>JMX JPA / Hibernate Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>If a web app is deployed (standalone) with a ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>2.249264</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>AS7-2199</td>\n",
       "      <td>connection related operations fail for the new...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>JCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;span class=\"error\"&gt;&amp;#91;standalone@localhost...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.235296</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>AS7-2899</td>\n",
       "      <td>entities returned from Queries that are create...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>JPA / Hibernate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JPA 2.0 section 3.8.6 Query Execution: \\n\\n \"...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.006791</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>AS7-4126</td>\n",
       "      <td>double values cannot be read from dmr response</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Console</td>\n",
       "      <td>NaN</td>\n",
       "      <td>This appears to be a bug in the GWT compiler....</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.702944</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>AS7-4776</td>\n",
       "      <td>Error during (re) adding connection factory us...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Critical</td>\n",
       "      <td>JCA</td>\n",
       "      <td>EAP6_Needs_Triage</td>\n",
       "      <td>/subsystem=resource-adapters/resource-adapter...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.595623</td>\n",
       "      <td>1.040722</td>\n",
       "      <td>1.506962</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>AS7-3736</td>\n",
       "      <td>javax.el.BeanELResolver.properties keeps refer...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>EE</td>\n",
       "      <td>BeanELResolver classloader leak, memory</td>\n",
       "      <td>This is another Class Loader leak memory issu...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.668909</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>1.506962</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>AS7-3940</td>\n",
       "      <td>bundled jsf deployment fails when org.jboss.jb...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>JSF</td>\n",
       "      <td>NaN</td>\n",
       "      <td>It is impossible for Applications to bundle t...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.173816</td>\n",
       "      <td>10.325221</td>\n",
       "      <td>2.001830</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>AS7-3386</td>\n",
       "      <td>Infinispan subsystem need support for eagerly ...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Add the following configuration attribute:&lt;br...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.438411</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.269791</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>AS7-1930</td>\n",
       "      <td>java.sql.SQLException: Invalid state, the Prep...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>JCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>javax.el.ELException: /pages/articlelist/arti...</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.364237</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>AS7-3005</td>\n",
       "      <td>Failed to flush datasource pool</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>JCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;p/&gt;\\n&lt;div id=\"syntaxplugin\" class=\"syntaxplug...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.489190</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>AS7-2138</td>\n",
       "      <td>javax.naming.NameNotFoundException: rmi://127....</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>JMX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When trying to create a MBeanServerConnection...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.922804</td>\n",
       "      <td>5.019793</td>\n",
       "      <td>6.950514</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>AS7-1949</td>\n",
       "      <td>JBREM00200: Remote connection failed: java.io....</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>On startup of jboss-as-7.0.2.Final with stand...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.022356</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>AS7-1345</td>\n",
       "      <td>sub-deployment declared as wrong type in jboss...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I suspect that this is a typo in docs/schema/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.795857</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.022356</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>AS7-3414</td>\n",
       "      <td>Symbolic links inside deployed ear/war are not...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Web</td>\n",
       "      <td>NaN</td>\n",
       "      <td>when creating a symbolic link inside a deploy...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.157072</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>1.012093</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>AS7-5224</td>\n",
       "      <td>[JBoss 7.1.0.Final] High CPU usage for single-...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When starting JBoss server in standalone conf...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.125919</td>\n",
       "      <td>8.998864</td>\n",
       "      <td>5.218475</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>AS7-4443</td>\n",
       "      <td>Admin console hangs with \"Loading...\" icon spi...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Console</td>\n",
       "      <td>NaN</td>\n",
       "      <td>localhost:8080 works.  When I click on Admin ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.297881</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.764659</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>AS7-3050</td>\n",
       "      <td>RESTEasy: Boolean configuration parameters don...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>REST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RESTEasy can be configured through several co...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.247991</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>1.012093</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>AS7-5043</td>\n",
       "      <td>Filtering of logging messages works incorrectly</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Logging</td>\n",
       "      <td>NaN</td>\n",
       "      <td>In standalone.xml I'm trying to filter out wr...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.288068</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>AS7-2561</td>\n",
       "      <td>Subsystems get reordered when xml is marshalled</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The subsystems get written back in random ord...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>AS7-5644</td>\n",
       "      <td>Lost configProperties due to concurrent adds t...</td>\n",
       "      <td>Resolved</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>JCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Having a lot of resource adapters configurati...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.043987</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2914</th>\n",
       "      <td>2944</td>\n",
       "      <td>944</td>\n",
       "      <td>AS7-136</td>\n",
       "      <td>@Resource on setters isn't processed corretly ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The first problem is it's trying to find the ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.476496</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2915</th>\n",
       "      <td>2945</td>\n",
       "      <td>945</td>\n",
       "      <td>AS7-134</td>\n",
       "      <td>Update Java EE API versions to Final releases</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.476496</td>\n",
       "      <td>1.040722</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2916</th>\n",
       "      <td>2946</td>\n",
       "      <td>946</td>\n",
       "      <td>AS7-133</td>\n",
       "      <td>Enforce uniqueness of a managed bean name in t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Currently, the last managed bean processed (i...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.489190</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2917</th>\n",
       "      <td>2947</td>\n",
       "      <td>947</td>\n",
       "      <td>AS7-131</td>\n",
       "      <td>CLI address parsing is overly restrictive</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>This should work: \\n\\n &lt;span class=\"error\"&gt;&amp;#...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.387633</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>2948</td>\n",
       "      <td>948</td>\n",
       "      <td>AS7-132</td>\n",
       "      <td>serialization of SimpleServerDeploymentActionR...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>org.jboss.as.server.client.api.deployment.Sim...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.336854</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>2949</td>\n",
       "      <td>949</td>\n",
       "      <td>AS7-129</td>\n",
       "      <td>ServerDeploymentRepository not available on de...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>After the recent update to the deployment cha...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.043987</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>2950</td>\n",
       "      <td>950</td>\n",
       "      <td>AS7-130</td>\n",
       "      <td>Close ProtocolServer's server socket on stop()</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2921</th>\n",
       "      <td>2951</td>\n",
       "      <td>951</td>\n",
       "      <td>AS7-128</td>\n",
       "      <td>Inherited operations do not appear in read-res...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Inherited operations should appear at child r...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.451106</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>2952</td>\n",
       "      <td>952</td>\n",
       "      <td>AS7-127</td>\n",
       "      <td>Server fails to start if JAVA_HOME is not set</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Critical</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>If I there is no JAVA_HOME I see the followin...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.463801</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>2953</td>\n",
       "      <td>953</td>\n",
       "      <td>AS7-126</td>\n",
       "      <td>Service in START_FAILED state does not transit...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Here's an example service dump: \\n\\n ^C13:22:...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.438411</td>\n",
       "      <td>2.367079</td>\n",
       "      <td>0.269791</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924</th>\n",
       "      <td>2954</td>\n",
       "      <td>954</td>\n",
       "      <td>AS7-124</td>\n",
       "      <td>AS7 build causes PermGen error in distro assembly</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Build System</td>\n",
       "      <td>NaN</td>\n",
       "      <td>On my EC2 Hudson instance I frequently see er...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2925</th>\n",
       "      <td>2955</td>\n",
       "      <td>955</td>\n",
       "      <td>AS7-125</td>\n",
       "      <td>Undeploy does not remove the global naming ser...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Naming</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Subsequent deployment of the same jar fails w...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.057570</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2926</th>\n",
       "      <td>2956</td>\n",
       "      <td>956</td>\n",
       "      <td>AS7-122</td>\n",
       "      <td>AS7 undeployment doesn't work properly for ide...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Currently DeploymentUndeployHandler.undeploy(...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.413022</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927</th>\n",
       "      <td>2957</td>\n",
       "      <td>957</td>\n",
       "      <td>AS7-123</td>\n",
       "      <td>Problem during SM shutdown</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Saw this one time when shutting down an SM in...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>2958</td>\n",
       "      <td>958</td>\n",
       "      <td>AS7-121</td>\n",
       "      <td>No way to apply a socket binding port offset t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no place to store the SocketBindingM...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.209018</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2929</th>\n",
       "      <td>2959</td>\n",
       "      <td>959</td>\n",
       "      <td>AS7-15</td>\n",
       "      <td>&lt;any-address/&gt; interface specification lost in...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Creating a ServerInterfaceElement from an Int...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2930</th>\n",
       "      <td>2960</td>\n",
       "      <td>960</td>\n",
       "      <td>AS7-16</td>\n",
       "      <td>Undeploying OSGi bundle stops the Framework</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>OSGi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.476496</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2931</th>\n",
       "      <td>2961</td>\n",
       "      <td>961</td>\n",
       "      <td>AS7-14</td>\n",
       "      <td>Race Condition in ServiceDeploymentTestCase</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Testing postconditions of a task which are ex...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2932</th>\n",
       "      <td>2962</td>\n",
       "      <td>962</td>\n",
       "      <td>AS7-12</td>\n",
       "      <td>Deployments droped into standalone/deployments...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When dropping a deployment into standalone/de...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.425717</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2933</th>\n",
       "      <td>2963</td>\n",
       "      <td>963</td>\n",
       "      <td>AS7-13</td>\n",
       "      <td>Encoding not properly supported for domain.xml</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The created XML stream reader is created over...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.005903</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2934</th>\n",
       "      <td>2964</td>\n",
       "      <td>964</td>\n",
       "      <td>AS7-11</td>\n",
       "      <td>AS 7 failes to compile on a clean machine</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Test Suite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>carlo@dwarf:~/work/jboss-as$ ./build.sh clean...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.022356</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2935</th>\n",
       "      <td>2965</td>\n",
       "      <td>965</td>\n",
       "      <td>AS7-10</td>\n",
       "      <td>Parent POM distributionManagement is wrong</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Build System</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pgier  dmlloyd: if you add the correct distr...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2936</th>\n",
       "      <td>2966</td>\n",
       "      <td>966</td>\n",
       "      <td>AS7-9</td>\n",
       "      <td>Intermittent failures in org.jboss.as.process....</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The build frequently fails because of intermi...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500997</td>\n",
       "      <td>1.040722</td>\n",
       "      <td>0.517225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2937</th>\n",
       "      <td>2967</td>\n",
       "      <td>967</td>\n",
       "      <td>AS7-8</td>\n",
       "      <td>Deploying an application that has its own slf4...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Logging</td>\n",
       "      <td>logging slf4j</td>\n",
       "      <td>If an application depends on a different vers...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.425717</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.022356</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2938</th>\n",
       "      <td>2968</td>\n",
       "      <td>968</td>\n",
       "      <td>AS7-6</td>\n",
       "      <td>Race condition in JCA datasource deployments</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13:26:35,678 ERROR &lt;span class=\"error\"&gt;&amp;#91;o...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2939</th>\n",
       "      <td>2969</td>\n",
       "      <td>969</td>\n",
       "      <td>AS7-7</td>\n",
       "      <td>Classload failure because of GC on MountHandle</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>We see intermittent failures where a bundle c...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.451106</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.269791</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2940</th>\n",
       "      <td>2970</td>\n",
       "      <td>970</td>\n",
       "      <td>AS7-5</td>\n",
       "      <td>Property names in ServerEnvironment are incorrect</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Domain Management</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ServerEnvironment was cut-and-pasted from Ser...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2941</th>\n",
       "      <td>2971</td>\n",
       "      <td>971</td>\n",
       "      <td>AS7-4</td>\n",
       "      <td>Cannot use java.util.ServiceLoader in subsystem</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>Class Loading</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ServiceLoader API usage seems broken \\n\\n In ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.006791</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2942</th>\n",
       "      <td>2972</td>\n",
       "      <td>972</td>\n",
       "      <td>AS7-3</td>\n",
       "      <td>DeploymentUnitProcessor may construct the Mani...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.362243</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2943</th>\n",
       "      <td>2973</td>\n",
       "      <td>973</td>\n",
       "      <td>AS7-2</td>\n",
       "      <td>ThreadsParser fail with bounded-queue-thread-pool</td>\n",
       "      <td>Closed</td>\n",
       "      <td>Application Server 7</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>See standalone.xml examples and errors at&lt;br/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2944 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0  Unnamed: 0.1 Issue_key  \\\n",
       "0              0             0  AS7-6341   \n",
       "1              1             1  AS7-6441   \n",
       "2              2             2   AS7-995   \n",
       "3              3             3  AS7-1739   \n",
       "4              4             4  AS7-4208   \n",
       "5              5             5  AS7-2593   \n",
       "6              6             6  AS7-6911   \n",
       "7              7             7  AS7-2185   \n",
       "8              8             8  AS7-5832   \n",
       "9              9             9  AS7-4747   \n",
       "10            10            10  AS7-4441   \n",
       "11            11            11  AS7-2199   \n",
       "12            12            12  AS7-2899   \n",
       "13            14            14  AS7-4126   \n",
       "14            15            15  AS7-4776   \n",
       "15            16            16  AS7-3736   \n",
       "16            17            17  AS7-3940   \n",
       "17            18            18  AS7-3386   \n",
       "18            19            19  AS7-1930   \n",
       "19            20            20  AS7-3005   \n",
       "20            21            21  AS7-2138   \n",
       "21            22            22  AS7-1949   \n",
       "22            23            23  AS7-1345   \n",
       "23            24            24  AS7-3414   \n",
       "24            25            25  AS7-5224   \n",
       "25            26            26  AS7-4443   \n",
       "26            27            27  AS7-3050   \n",
       "27            28            28  AS7-5043   \n",
       "28            29            29  AS7-2561   \n",
       "29            30            30  AS7-5644   \n",
       "...          ...           ...       ...   \n",
       "2914        2944           944   AS7-136   \n",
       "2915        2945           945   AS7-134   \n",
       "2916        2946           946   AS7-133   \n",
       "2917        2947           947   AS7-131   \n",
       "2918        2948           948   AS7-132   \n",
       "2919        2949           949   AS7-129   \n",
       "2920        2950           950   AS7-130   \n",
       "2921        2951           951   AS7-128   \n",
       "2922        2952           952   AS7-127   \n",
       "2923        2953           953   AS7-126   \n",
       "2924        2954           954   AS7-124   \n",
       "2925        2955           955   AS7-125   \n",
       "2926        2956           956   AS7-122   \n",
       "2927        2957           957   AS7-123   \n",
       "2928        2958           958   AS7-121   \n",
       "2929        2959           959    AS7-15   \n",
       "2930        2960           960    AS7-16   \n",
       "2931        2961           961    AS7-14   \n",
       "2932        2962           962    AS7-12   \n",
       "2933        2963           963    AS7-13   \n",
       "2934        2964           964    AS7-11   \n",
       "2935        2965           965    AS7-10   \n",
       "2936        2966           966     AS7-9   \n",
       "2937        2967           967     AS7-8   \n",
       "2938        2968           968     AS7-6   \n",
       "2939        2969           969     AS7-7   \n",
       "2940        2970           970     AS7-5   \n",
       "2941        2971           971     AS7-4   \n",
       "2942        2972           972     AS7-3   \n",
       "2943        2973           973     AS7-2   \n",
       "\n",
       "                                                Summary    Status  \\\n",
       "0     EJB2 CMP - 'JBAS014172: Instance not found in ...  Resolved   \n",
       "1     Transaction automatically started for MDB even...  Resolved   \n",
       "2     Exploded EAR deployment error - java.util.zip....    Closed   \n",
       "3            resteasy.scan=true in web.xml causes error    Closed   \n",
       "4     Inconsistent behaviour when dealing with reste...  Resolved   \n",
       "5               Hang in IIOPNamingTestCase with OpenJDK  Resolved   \n",
       "6     jconsole fails if trying to connect to a stand...  Resolved   \n",
       "7     Don't expose the platform LoggingMXBean over m...  Resolved   \n",
       "8     Unable to read undefined messaging queue attri...  Resolved   \n",
       "9     xercesImpl-2.9.1-jbossas-1.jar is susceptible ...  Resolved   \n",
       "10    JPA hibernate.cache.region_prefix property fai...    Closed   \n",
       "11    connection related operations fail for the new...  Resolved   \n",
       "12    entities returned from Queries that are create...    Closed   \n",
       "13       double values cannot be read from dmr response    Closed   \n",
       "14    Error during (re) adding connection factory us...  Resolved   \n",
       "15    javax.el.BeanELResolver.properties keeps refer...  Resolved   \n",
       "16    bundled jsf deployment fails when org.jboss.jb...  Resolved   \n",
       "17    Infinispan subsystem need support for eagerly ...  Resolved   \n",
       "18    java.sql.SQLException: Invalid state, the Prep...    Closed   \n",
       "19                      Failed to flush datasource pool  Resolved   \n",
       "20    javax.naming.NameNotFoundException: rmi://127....  Resolved   \n",
       "21    JBREM00200: Remote connection failed: java.io....    Closed   \n",
       "22    sub-deployment declared as wrong type in jboss...  Resolved   \n",
       "23    Symbolic links inside deployed ear/war are not...  Resolved   \n",
       "24    [JBoss 7.1.0.Final] High CPU usage for single-...  Resolved   \n",
       "25    Admin console hangs with \"Loading...\" icon spi...  Resolved   \n",
       "26    RESTEasy: Boolean configuration parameters don...  Resolved   \n",
       "27      Filtering of logging messages works incorrectly  Resolved   \n",
       "28      Subsystems get reordered when xml is marshalled  Resolved   \n",
       "29    Lost configProperties due to concurrent adds t...  Resolved   \n",
       "...                                                 ...       ...   \n",
       "2914  @Resource on setters isn't processed corretly ...    Closed   \n",
       "2915      Update Java EE API versions to Final releases    Closed   \n",
       "2916  Enforce uniqueness of a managed bean name in t...    Closed   \n",
       "2917          CLI address parsing is overly restrictive    Closed   \n",
       "2918  serialization of SimpleServerDeploymentActionR...    Closed   \n",
       "2919  ServerDeploymentRepository not available on de...    Closed   \n",
       "2920     Close ProtocolServer's server socket on stop()    Closed   \n",
       "2921  Inherited operations do not appear in read-res...    Closed   \n",
       "2922      Server fails to start if JAVA_HOME is not set    Closed   \n",
       "2923  Service in START_FAILED state does not transit...    Closed   \n",
       "2924  AS7 build causes PermGen error in distro assembly    Closed   \n",
       "2925  Undeploy does not remove the global naming ser...    Closed   \n",
       "2926  AS7 undeployment doesn't work properly for ide...    Closed   \n",
       "2927                         Problem during SM shutdown    Closed   \n",
       "2928  No way to apply a socket binding port offset t...    Closed   \n",
       "2929  <any-address/> interface specification lost in...    Closed   \n",
       "2930        Undeploying OSGi bundle stops the Framework    Closed   \n",
       "2931        Race Condition in ServiceDeploymentTestCase    Closed   \n",
       "2932  Deployments droped into standalone/deployments...    Closed   \n",
       "2933     Encoding not properly supported for domain.xml    Closed   \n",
       "2934          AS 7 failes to compile on a clean machine    Closed   \n",
       "2935         Parent POM distributionManagement is wrong    Closed   \n",
       "2936  Intermittent failures in org.jboss.as.process....    Closed   \n",
       "2937  Deploying an application that has its own slf4...    Closed   \n",
       "2938       Race condition in JCA datasource deployments    Closed   \n",
       "2939    Classload failure because of GC on MountHandle     Closed   \n",
       "2940  Property names in ServerEnvironment are incorrect    Closed   \n",
       "2941    Cannot use java.util.ServiceLoader in subsystem    Closed   \n",
       "2942  DeploymentUnitProcessor may construct the Mani...    Closed   \n",
       "2943  ThreadsParser fail with bounded-queue-thread-pool    Closed   \n",
       "\n",
       "              Project_name  Priority                   Components  \\\n",
       "0     Application Server 7     Minor                          EJB   \n",
       "1     Application Server 7     Major                          EJB   \n",
       "2     Application Server 7     Major                          VFS   \n",
       "3     Application Server 7     Minor              REST Test Suite   \n",
       "4     Application Server 7     Major                         REST   \n",
       "5     Application Server 7     Major                         IIOP   \n",
       "6     Application Server 7     Major                          CLI   \n",
       "7     Application Server 7     Major            Domain Management   \n",
       "8     Application Server 7     Major                          JMS   \n",
       "9     Application Server 7     Major                            ?   \n",
       "10    Application Server 7     Minor   JMX JPA / Hibernate Server   \n",
       "11    Application Server 7     Major                          JCA   \n",
       "12    Application Server 7     Major              JPA / Hibernate   \n",
       "13    Application Server 7     Major                      Console   \n",
       "14    Application Server 7  Critical                          JCA   \n",
       "15    Application Server 7     Major                           EE   \n",
       "16    Application Server 7     Major                          JSF   \n",
       "17    Application Server 7  Critical                   Clustering   \n",
       "18    Application Server 7     Major                          JCA   \n",
       "19    Application Server 7     Major                          JCA   \n",
       "20    Application Server 7     Major                          JMX   \n",
       "21    Application Server 7     Major                            ?   \n",
       "22    Application Server 7     Major                            ?   \n",
       "23    Application Server 7     Major                          Web   \n",
       "24    Application Server 7     Major                       Server   \n",
       "25    Application Server 7     Major                      Console   \n",
       "26    Application Server 7     Major                         REST   \n",
       "27    Application Server 7     Major                      Logging   \n",
       "28    Application Server 7  Critical            Domain Management   \n",
       "29    Application Server 7     Major                          JCA   \n",
       "...                    ...       ...                          ...   \n",
       "2914  Application Server 7     Major                            ?   \n",
       "2915  Application Server 7     Major                            ?   \n",
       "2916  Application Server 7     Major                            ?   \n",
       "2917  Application Server 7     Major                            ?   \n",
       "2918  Application Server 7     Major                            ?   \n",
       "2919  Application Server 7     Major                       Server   \n",
       "2920  Application Server 7     Major                            ?   \n",
       "2921  Application Server 7     Major            Domain Management   \n",
       "2922  Application Server 7  Critical                            ?   \n",
       "2923  Application Server 7     Major                            ?   \n",
       "2924  Application Server 7     Major                 Build System   \n",
       "2925  Application Server 7     Major                       Naming   \n",
       "2926  Application Server 7     Major                            ?   \n",
       "2927  Application Server 7     Major            Domain Management   \n",
       "2928  Application Server 7     Major            Domain Management   \n",
       "2929  Application Server 7     Major            Domain Management   \n",
       "2930  Application Server 7     Major                         OSGi   \n",
       "2931  Application Server 7     Major                            ?   \n",
       "2932  Application Server 7     Major                            ?   \n",
       "2933  Application Server 7     Major            Domain Management   \n",
       "2934  Application Server 7   Blocker                   Test Suite   \n",
       "2935  Application Server 7     Major                 Build System   \n",
       "2936  Application Server 7     Major                            ?   \n",
       "2937  Application Server 7     Minor                      Logging   \n",
       "2938  Application Server 7   Blocker                            ?   \n",
       "2939  Application Server 7   Blocker                            ?   \n",
       "2940  Application Server 7     Minor            Domain Management   \n",
       "2941  Application Server 7     Major                Class Loading   \n",
       "2942  Application Server 7     Major                            ?   \n",
       "2943  Application Server 7   Blocker                            ?   \n",
       "\n",
       "                                        Labels  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                ear maven vfs   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "5                                          NaN   \n",
       "6                                          cli   \n",
       "7                                  as7-ignored   \n",
       "8                                          NaN   \n",
       "9                                   xercesImpl   \n",
       "10                                         NaN   \n",
       "11                                         NaN   \n",
       "12                                         NaN   \n",
       "13                                         NaN   \n",
       "14                           EAP6_Needs_Triage   \n",
       "15     BeanELResolver classloader leak, memory   \n",
       "16                                         NaN   \n",
       "17                                         NaN   \n",
       "18                                         NaN   \n",
       "19                                         NaN   \n",
       "20                                         NaN   \n",
       "21                                         NaN   \n",
       "22                                         NaN   \n",
       "23                                         NaN   \n",
       "24                                         NaN   \n",
       "25                                         NaN   \n",
       "26                                         NaN   \n",
       "27                                         NaN   \n",
       "28                                         NaN   \n",
       "29                                         NaN   \n",
       "...                                        ...   \n",
       "2914                                       NaN   \n",
       "2915                                       NaN   \n",
       "2916                                       NaN   \n",
       "2917                                       NaN   \n",
       "2918                                       NaN   \n",
       "2919                                       NaN   \n",
       "2920                                       NaN   \n",
       "2921                                       NaN   \n",
       "2922                                       NaN   \n",
       "2923                                       NaN   \n",
       "2924                                       NaN   \n",
       "2925                                       NaN   \n",
       "2926                                       NaN   \n",
       "2927                                       NaN   \n",
       "2928                                       NaN   \n",
       "2929                                       NaN   \n",
       "2930                                       NaN   \n",
       "2931                                       NaN   \n",
       "2932                                       NaN   \n",
       "2933                                       NaN   \n",
       "2934                                       NaN   \n",
       "2935                                       NaN   \n",
       "2936                                       NaN   \n",
       "2937                             logging slf4j   \n",
       "2938                                       NaN   \n",
       "2939                                       NaN   \n",
       "2940                                       NaN   \n",
       "2941                                       NaN   \n",
       "2942                                       NaN   \n",
       "2943                                       NaN   \n",
       "\n",
       "                                            Description  \\\n",
       "0      If an entity is removed and new created withi...   \n",
       "1      When an MDB uses BMT a transaction is still b...   \n",
       "2      Deployment of EAR application (ejb module, JS...   \n",
       "3      If I use <tt>resteasy.scan=true</tt> configur...   \n",
       "4      Some of the early code uses these parameters ...   \n",
       "5                                                   NaN   \n",
       "6      If JBoss AS7/8 is started using port-offset a...   \n",
       "7      Currently we are exposing the logging MXBean ...   \n",
       "8      if there is no dead-letter-address defined fo...   \n",
       "9      The current version of xerces (<em>xercesImpl...   \n",
       "10     If a web app is deployed (standalone) with a ...   \n",
       "11     <span class=\"error\">&#91;standalone@localhost...   \n",
       "12     JPA 2.0 section 3.8.6 Query Execution: \\n\\n \"...   \n",
       "13     This appears to be a bug in the GWT compiler....   \n",
       "14     /subsystem=resource-adapters/resource-adapter...   \n",
       "15     This is another Class Loader leak memory issu...   \n",
       "16     It is impossible for Applications to bundle t...   \n",
       "17     Add the following configuration attribute:<br...   \n",
       "18     javax.el.ELException: /pages/articlelist/arti...   \n",
       "19    <p/>\\n<div id=\"syntaxplugin\" class=\"syntaxplug...   \n",
       "20     When trying to create a MBeanServerConnection...   \n",
       "21     On startup of jboss-as-7.0.2.Final with stand...   \n",
       "22     I suspect that this is a typo in docs/schema/...   \n",
       "23     when creating a symbolic link inside a deploy...   \n",
       "24     When starting JBoss server in standalone conf...   \n",
       "25     localhost:8080 works.  When I click on Admin ...   \n",
       "26     RESTEasy can be configured through several co...   \n",
       "27     In standalone.xml I'm trying to filter out wr...   \n",
       "28     The subsystems get written back in random ord...   \n",
       "29     Having a lot of resource adapters configurati...   \n",
       "...                                                 ...   \n",
       "2914   The first problem is it's trying to find the ...   \n",
       "2915                                                NaN   \n",
       "2916   Currently, the last managed bean processed (i...   \n",
       "2917   This should work: \\n\\n <span class=\"error\">&#...   \n",
       "2918   org.jboss.as.server.client.api.deployment.Sim...   \n",
       "2919   After the recent update to the deployment cha...   \n",
       "2920                                                NaN   \n",
       "2921   Inherited operations should appear at child r...   \n",
       "2922   If I there is no JAVA_HOME I see the followin...   \n",
       "2923   Here's an example service dump: \\n\\n ^C13:22:...   \n",
       "2924   On my EC2 Hudson instance I frequently see er...   \n",
       "2925   Subsequent deployment of the same jar fails w...   \n",
       "2926   Currently DeploymentUndeployHandler.undeploy(...   \n",
       "2927   Saw this one time when shutting down an SM in...   \n",
       "2928   There is no place to store the SocketBindingM...   \n",
       "2929   Creating a ServerInterfaceElement from an Int...   \n",
       "2930                                                NaN   \n",
       "2931   Testing postconditions of a task which are ex...   \n",
       "2932   When dropping a deployment into standalone/de...   \n",
       "2933   The created XML stream reader is created over...   \n",
       "2934   carlo@dwarf:~/work/jboss-as$ ./build.sh clean...   \n",
       "2935    pgier  dmlloyd: if you add the correct distr...   \n",
       "2936   The build frequently fails because of intermi...   \n",
       "2937   If an application depends on a different vers...   \n",
       "2938   13:26:35,678 ERROR <span class=\"error\">&#91;o...   \n",
       "2939   We see intermittent failures where a bundle c...   \n",
       "2940   ServerEnvironment was cut-and-pasted from Ser...   \n",
       "2941   ServiceLoader API usage seems broken \\n\\n In ...   \n",
       "2942                                                NaN   \n",
       "2943   See standalone.xml examples and errors at<br/...   \n",
       "\n",
       "                ...              Resolution_Out of Date  \\\n",
       "0               ...                                   0   \n",
       "1               ...                                   0   \n",
       "2               ...                                   0   \n",
       "3               ...                                   0   \n",
       "4               ...                                   0   \n",
       "5               ...                                   0   \n",
       "6               ...                                   0   \n",
       "7               ...                                   0   \n",
       "8               ...                                   0   \n",
       "9               ...                                   0   \n",
       "10              ...                                   0   \n",
       "11              ...                                   0   \n",
       "12              ...                                   0   \n",
       "13              ...                                   0   \n",
       "14              ...                                   0   \n",
       "15              ...                                   0   \n",
       "16              ...                                   0   \n",
       "17              ...                                   0   \n",
       "18              ...                                   1   \n",
       "19              ...                                   0   \n",
       "20              ...                                   0   \n",
       "21              ...                                   0   \n",
       "22              ...                                   0   \n",
       "23              ...                                   0   \n",
       "24              ...                                   0   \n",
       "25              ...                                   1   \n",
       "26              ...                                   0   \n",
       "27              ...                                   0   \n",
       "28              ...                                   0   \n",
       "29              ...                                   0   \n",
       "...             ...                                 ...   \n",
       "2914            ...                                   0   \n",
       "2915            ...                                   0   \n",
       "2916            ...                                   0   \n",
       "2917            ...                                   0   \n",
       "2918            ...                                   0   \n",
       "2919            ...                                   0   \n",
       "2920            ...                                   0   \n",
       "2921            ...                                   0   \n",
       "2922            ...                                   0   \n",
       "2923            ...                                   0   \n",
       "2924            ...                                   0   \n",
       "2925            ...                                   0   \n",
       "2926            ...                                   0   \n",
       "2927            ...                                   0   \n",
       "2928            ...                                   0   \n",
       "2929            ...                                   0   \n",
       "2930            ...                                   0   \n",
       "2931            ...                                   0   \n",
       "2932            ...                                   0   \n",
       "2933            ...                                   0   \n",
       "2934            ...                                   0   \n",
       "2935            ...                                   0   \n",
       "2936            ...                                   0   \n",
       "2937            ...                                   0   \n",
       "2938            ...                                   0   \n",
       "2939            ...                                   0   \n",
       "2940            ...                                   0   \n",
       "2941            ...                                   0   \n",
       "2942            ...                                   0   \n",
       "2943            ...                                   0   \n",
       "\n",
       "      Resolution_Partially Completed  Resolution_Rejected  \\\n",
       "0                                  0                    0   \n",
       "1                                  0                    0   \n",
       "2                                  0                    0   \n",
       "3                                  0                    0   \n",
       "4                                  0                    0   \n",
       "5                                  0                    0   \n",
       "6                                  0                    0   \n",
       "7                                  0                    0   \n",
       "8                                  0                    0   \n",
       "9                                  0                    0   \n",
       "10                                 0                    0   \n",
       "11                                 0                    0   \n",
       "12                                 0                    0   \n",
       "13                                 0                    0   \n",
       "14                                 0                    0   \n",
       "15                                 0                    0   \n",
       "16                                 0                    0   \n",
       "17                                 0                    0   \n",
       "18                                 0                    0   \n",
       "19                                 0                    0   \n",
       "20                                 0                    0   \n",
       "21                                 0                    0   \n",
       "22                                 0                    0   \n",
       "23                                 0                    0   \n",
       "24                                 0                    1   \n",
       "25                                 0                    0   \n",
       "26                                 0                    0   \n",
       "27                                 0                    0   \n",
       "28                                 0                    0   \n",
       "29                                 0                    0   \n",
       "...                              ...                  ...   \n",
       "2914                               0                    0   \n",
       "2915                               0                    0   \n",
       "2916                               0                    0   \n",
       "2917                               0                    0   \n",
       "2918                               0                    0   \n",
       "2919                               0                    0   \n",
       "2920                               0                    0   \n",
       "2921                               0                    0   \n",
       "2922                               0                    0   \n",
       "2923                               0                    0   \n",
       "2924                               0                    0   \n",
       "2925                               0                    0   \n",
       "2926                               0                    0   \n",
       "2927                               0                    0   \n",
       "2928                               0                    0   \n",
       "2929                               0                    0   \n",
       "2930                               0                    0   \n",
       "2931                               0                    0   \n",
       "2932                               0                    0   \n",
       "2933                               0                    0   \n",
       "2934                               0                    0   \n",
       "2935                               0                    0   \n",
       "2936                               0                    0   \n",
       "2937                               0                    0   \n",
       "2938                               0                    0   \n",
       "2939                               0                    0   \n",
       "2940                               0                    0   \n",
       "2941                               0                    0   \n",
       "2942                               0                    0   \n",
       "2943                               0                    0   \n",
       "\n",
       "     Resolution_Won't Fix Priority_ord  norm_ttr   norm_att norm_comm  \\\n",
       "0                       0            2 -0.387633  -0.285635  1.506962   \n",
       "1                       0            3 -0.374938  -0.285635 -0.472512   \n",
       "2                       0            3 -0.451106   1.040722  0.022356   \n",
       "3                       0            2  0.259797  -0.285635  0.517225   \n",
       "4                       0            3 -0.501885  -0.285635 -0.719946   \n",
       "5                       0            3  1.046869   3.693436 -0.225078   \n",
       "6                       0            3 -0.451106  -0.285635  2.001830   \n",
       "7                       0            3 -0.247991  -0.285635  0.764659   \n",
       "8                       0            3 -0.489190  -0.285635 -0.472512   \n",
       "9                       0            3 -0.489190  -0.285635 -0.472512   \n",
       "10                      0            2 -0.501885  -0.285635  2.249264   \n",
       "11                      0            3 -0.235296  -0.285635  0.517225   \n",
       "12                      0            3 -0.006791  -0.285635 -0.719946   \n",
       "13                      0            3  4.702944  -0.285635  0.517225   \n",
       "14                      0            4  2.595623   1.040722  1.506962   \n",
       "15                      0            3  1.668909  -0.285635  1.506962   \n",
       "16                      0            3  1.173816  10.325221  2.001830   \n",
       "17                      0            4 -0.438411  -0.285635  0.269791   \n",
       "18                      0            3  1.364237  -0.285635 -0.225078   \n",
       "19                      0            3 -0.489190  -0.285635 -0.225078   \n",
       "20                      0            3  1.922804   5.019793  6.950514   \n",
       "21                      0            3 -0.501885  -0.285635  0.022356   \n",
       "22                      0            3  1.795857  -0.285635  0.022356   \n",
       "23                      0            3  4.157072  -0.285635  1.012093   \n",
       "24                      0            3  2.125919   8.998864  5.218475   \n",
       "25                      0            3  0.297881  -0.285635  0.764659   \n",
       "26                      0            3 -0.247991  -0.285635  1.012093   \n",
       "27                      0            3  1.288068  -0.285635  0.517225   \n",
       "28                      0            4 -0.501885  -0.285635 -0.719946   \n",
       "29                      0            3  0.043987  -0.285635 -0.719946   \n",
       "...                   ...          ...       ...        ...       ...   \n",
       "2914                    0            3 -0.476496  -0.285635 -0.472512   \n",
       "2915                    0            3 -0.476496   1.040722 -0.472512   \n",
       "2916                    0            3 -0.489190  -0.285635 -0.472512   \n",
       "2917                    0            3 -0.387633  -0.285635 -0.472512   \n",
       "2918                    0            3 -0.336854  -0.285635 -0.472512   \n",
       "2919                    0            3  0.043987  -0.285635 -0.472512   \n",
       "2920                    0            3 -0.501885  -0.285635 -0.719946   \n",
       "2921                    0            3 -0.451106  -0.285635  0.517225   \n",
       "2922                    0            4 -0.463801  -0.285635 -0.719946   \n",
       "2923                    0            3 -0.438411   2.367079  0.269791   \n",
       "2924                    0            3 -0.501885  -0.285635 -0.225078   \n",
       "2925                    0            3 -0.057570  -0.285635 -0.472512   \n",
       "2926                    0            3 -0.413022  -0.285635 -0.472512   \n",
       "2927                    0            3 -0.501885  -0.285635 -0.719946   \n",
       "2928                    0            3  0.209018  -0.285635 -0.719946   \n",
       "2929                    0            3 -0.501885  -0.285635 -0.719946   \n",
       "2930                    0            3 -0.476496  -0.285635 -0.225078   \n",
       "2931                    0            3 -0.501885  -0.285635 -0.225078   \n",
       "2932                    0            3 -0.425717  -0.285635 -0.225078   \n",
       "2933                    0            3  0.005903  -0.285635 -0.719946   \n",
       "2934                    0            5 -0.501885  -0.285635  0.022356   \n",
       "2935                    0            3 -0.501885  -0.285635 -0.472512   \n",
       "2936                    0            3  0.500997   1.040722  0.517225   \n",
       "2937                    0            2 -0.425717  -0.285635  0.022356   \n",
       "2938                    0            5 -0.501885  -0.285635 -0.472512   \n",
       "2939                    0            5 -0.451106  -0.285635  0.269791   \n",
       "2940                    0            2 -0.501885  -0.285635 -0.472512   \n",
       "2941                    0            3 -0.006791  -0.285635 -0.225078   \n",
       "2942                    0            3 -0.362243  -0.285635 -0.225078   \n",
       "2943                    0            5 -0.501885  -0.285635 -0.719946   \n",
       "\n",
       "     Resolution_Wont Fix_new Resolution_Out of Date_new  \n",
       "0                          0                          0  \n",
       "1                          0                          0  \n",
       "2                          0                          0  \n",
       "3                          0                          0  \n",
       "4                          0                          0  \n",
       "5                          0                          0  \n",
       "6                          0                          0  \n",
       "7                          0                          0  \n",
       "8                          0                          0  \n",
       "9                          0                          0  \n",
       "10                         0                          0  \n",
       "11                         0                          0  \n",
       "12                         0                          0  \n",
       "13                         0                          0  \n",
       "14                         0                          0  \n",
       "15                         0                          0  \n",
       "16                         0                          0  \n",
       "17                         0                          0  \n",
       "18                         0                          1  \n",
       "19                         0                          0  \n",
       "20                         0                          0  \n",
       "21                         0                          0  \n",
       "22                         0                          0  \n",
       "23                         0                          0  \n",
       "24                         0                          0  \n",
       "25                         0                          1  \n",
       "26                         0                          0  \n",
       "27                         0                          0  \n",
       "28                         0                          0  \n",
       "29                         0                          0  \n",
       "...                      ...                        ...  \n",
       "2914                       0                          0  \n",
       "2915                       0                          0  \n",
       "2916                       0                          0  \n",
       "2917                       0                          0  \n",
       "2918                       0                          0  \n",
       "2919                       0                          0  \n",
       "2920                       0                          0  \n",
       "2921                       0                          0  \n",
       "2922                       0                          0  \n",
       "2923                       0                          0  \n",
       "2924                       0                          0  \n",
       "2925                       0                          0  \n",
       "2926                       0                          0  \n",
       "2927                       0                          0  \n",
       "2928                       0                          0  \n",
       "2929                       0                          0  \n",
       "2930                       0                          0  \n",
       "2931                       0                          0  \n",
       "2932                       0                          0  \n",
       "2933                       0                          0  \n",
       "2934                       0                          0  \n",
       "2935                       0                          0  \n",
       "2936                       0                          0  \n",
       "2937                       0                          0  \n",
       "2938                       0                          0  \n",
       "2939                       0                          0  \n",
       "2940                       0                          0  \n",
       "2941                       0                          0  \n",
       "2942                       0                          0  \n",
       "2943                       0                          0  \n",
       "\n",
       "[2944 rows x 58 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bin_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "clust_data=bin_data[['Config_lab',\n",
    " 'Clustering_lab',\n",
    " 'Deploy_lab',\n",
    " 'DomManag_lab',\n",
    " 'EJB_lab',\n",
    " 'JMS_lab',\n",
    " 'Security_lab',\n",
    " 'Server_lab',\n",
    " 'Web_lab',\n",
    " 'Docs_lab',\n",
    " 'Build_lab',\n",
    " 'Testsuite_lab',\n",
    " 'ORM_lab',\n",
    " 'Rest_lab',\n",
    " 'Logging_lab',\n",
    " 'EE_lab',\n",
    " 'OSGI_lab',\n",
    " 'JCA_lab',\n",
    " 'Other_lab','was_reopened','Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Out of Date_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new','Resolution_Cannot Reproduce', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>-0.451106</td>\n",
       "      <td>1.040722</td>\n",
       "      <td>0.022356</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.259797</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.046869</td>\n",
       "      <td>3.693436</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.451106</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>2.001830</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.247991</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.764659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.489190</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.489190</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>2.249264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.235296</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.006791</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.702944</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.595623</td>\n",
       "      <td>1.040722</td>\n",
       "      <td>1.506962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.668909</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>1.506962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.173816</td>\n",
       "      <td>10.325221</td>\n",
       "      <td>2.001830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.438411</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.269791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.364237</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.489190</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.922804</td>\n",
       "      <td>5.019793</td>\n",
       "      <td>6.950514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.022356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.795857</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.022356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.157072</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>1.012093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.125919</td>\n",
       "      <td>8.998864</td>\n",
       "      <td>5.218475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.297881</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.764659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.247991</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>1.012093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.288068</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.043987</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2914</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.476496</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2915</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.476496</td>\n",
       "      <td>1.040722</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2916</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.489190</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2917</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.387633</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.336854</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.043987</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2921</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.451106</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.517225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.463801</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.438411</td>\n",
       "      <td>2.367079</td>\n",
       "      <td>0.269791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2925</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.057570</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2926</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.413022</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.209018</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2929</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2930</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.476496</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2931</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2932</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.425717</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2933</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.005903</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2934</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.022356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2935</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2936</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500997</td>\n",
       "      <td>1.040722</td>\n",
       "      <td>0.517225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2937</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.425717</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.022356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2938</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2939</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.451106</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>0.269791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2940</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.472512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2941</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.006791</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2942</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.362243</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.225078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2943</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.501885</td>\n",
       "      <td>-0.285635</td>\n",
       "      <td>-0.719946</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2944 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Config_lab  Clustering_lab  Deploy_lab  DomManag_lab  EJB_lab  JMS_lab  \\\n",
       "0              0               0           0             0        1        0   \n",
       "1              0               0           0             0        1        0   \n",
       "2              0               0           0             0        0        0   \n",
       "3              0               0           0             0        0        0   \n",
       "4              0               0           0             0        0        0   \n",
       "5              0               0           0             0        0        0   \n",
       "6              1               0           0             0        0        0   \n",
       "7              0               0           0             1        0        0   \n",
       "8              0               0           0             0        0        1   \n",
       "9              0               0           0             0        0        0   \n",
       "10             0               0           0             0        0        0   \n",
       "11             1               0           0             0        0        0   \n",
       "12             0               0           0             0        0        0   \n",
       "13             1               0           0             0        0        0   \n",
       "14             1               0           0             0        0        0   \n",
       "15             0               0           0             0        0        0   \n",
       "16             0               0           0             0        0        0   \n",
       "17             0               1           0             0        0        0   \n",
       "18             1               0           0             0        0        0   \n",
       "19             1               0           0             0        0        0   \n",
       "20             0               0           0             0        0        0   \n",
       "21             0               0           0             0        0        0   \n",
       "22             0               0           0             0        0        0   \n",
       "23             0               0           0             0        0        0   \n",
       "24             0               0           0             0        0        0   \n",
       "25             1               0           0             0        0        0   \n",
       "26             0               0           0             0        0        0   \n",
       "27             0               0           0             0        0        0   \n",
       "28             0               0           0             1        0        0   \n",
       "29             1               0           0             0        0        0   \n",
       "...          ...             ...         ...           ...      ...      ...   \n",
       "2914           0               0           0             0        0        0   \n",
       "2915           0               0           0             0        0        0   \n",
       "2916           0               0           0             0        0        0   \n",
       "2917           0               0           0             0        0        0   \n",
       "2918           0               0           0             0        0        0   \n",
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       "2921           0               0           0             1        0        0   \n",
       "2922           0               0           0             0        0        0   \n",
       "2923           0               0           0             0        0        0   \n",
       "2924           0               0           0             0        0        0   \n",
       "2925           1               0           0             0        0        0   \n",
       "2926           0               0           0             0        0        0   \n",
       "2927           0               0           0             1        0        0   \n",
       "2928           0               0           0             1        0        0   \n",
       "2929           0               0           0             1        0        0   \n",
       "2930           0               0           0             0        0        0   \n",
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       "2932           0               0           0             0        0        0   \n",
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       "2934           0               0           0             0        0        0   \n",
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       "2936           0               0           0             0        0        0   \n",
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       "2938           0               0           0             0        0        0   \n",
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       "2940           0               0           0             1        0        0   \n",
       "2941           0               0           1             0        0        0   \n",
       "2942           0               0           0             0        0        0   \n",
       "2943           0               0           0             0        0        0   \n",
       "\n",
       "      Security_lab  Server_lab  Web_lab  Docs_lab    ...      Resolution_Done  \\\n",
       "0                0           0        0         0    ...                    1   \n",
       "1                0           0        0         0    ...                    1   \n",
       "2                0           0        0         0    ...                    1   \n",
       "3                0           0        0         0    ...                    1   \n",
       "4                0           0        0         0    ...                    1   \n",
       "5                0           1        0         0    ...                    1   \n",
       "6                0           0        0         0    ...                    1   \n",
       "7                0           0        0         0    ...                    1   \n",
       "8                0           0        0         0    ...                    1   \n",
       "9                0           0        0         0    ...                    1   \n",
       "10               0           1        0         0    ...                    1   \n",
       "11               0           0        0         0    ...                    1   \n",
       "12               0           0        0         0    ...                    1   \n",
       "13               0           0        0         0    ...                    1   \n",
       "14               0           0        0         0    ...                    1   \n",
       "15               0           0        0         0    ...                    1   \n",
       "16               0           0        0         0    ...                    1   \n",
       "17               0           0        0         0    ...                    1   \n",
       "18               0           0        0         0    ...                    0   \n",
       "19               0           0        0         0    ...                    0   \n",
       "20               0           1        0         0    ...                    1   \n",
       "21               0           0        0         0    ...                    0   \n",
       "22               0           0        0         0    ...                    1   \n",
       "23               0           0        1         0    ...                    1   \n",
       "24               0           1        0         0    ...                    0   \n",
       "25               0           0        0         0    ...                    0   \n",
       "26               0           0        0         0    ...                    1   \n",
       "27               0           0        0         0    ...                    1   \n",
       "28               0           0        0         0    ...                    1   \n",
       "29               0           0        0         0    ...                    1   \n",
       "...            ...         ...      ...       ...    ...                  ...   \n",
       "2914             0           0        0         0    ...                    1   \n",
       "2915             0           0        0         0    ...                    1   \n",
       "2916             0           0        0         0    ...                    1   \n",
       "2917             0           0        0         0    ...                    1   \n",
       "2918             0           0        0         0    ...                    1   \n",
       "2919             0           1        0         0    ...                    1   \n",
       "2920             0           0        0         0    ...                    1   \n",
       "2921             0           0        0         0    ...                    1   \n",
       "2922             0           0        0         0    ...                    1   \n",
       "2923             0           0        0         0    ...                    1   \n",
       "2924             0           0        0         0    ...                    1   \n",
       "2925             0           0        0         0    ...                    1   \n",
       "2926             0           0        0         0    ...                    1   \n",
       "2927             0           0        0         0    ...                    1   \n",
       "2928             0           0        0         0    ...                    1   \n",
       "2929             0           0        0         0    ...                    1   \n",
       "2930             0           0        0         0    ...                    1   \n",
       "2931             0           0        0         0    ...                    1   \n",
       "2932             0           0        0         0    ...                    1   \n",
       "2933             0           0        0         0    ...                    1   \n",
       "2934             0           0        0         0    ...                    1   \n",
       "2935             0           0        0         0    ...                    1   \n",
       "2936             0           0        0         0    ...                    1   \n",
       "2937             0           0        0         0    ...                    1   \n",
       "2938             0           0        0         0    ...                    1   \n",
       "2939             0           0        0         0    ...                    1   \n",
       "2940             0           0        0         0    ...                    1   \n",
       "2941             0           0        0         0    ...                    1   \n",
       "2942             0           0        0         0    ...                    1   \n",
       "2943             0           0        0         0    ...                    1   \n",
       "\n",
       "      Resolution_Duplicate Issue  Resolution_Out of Date_new  \\\n",
       "0                              0                           0   \n",
       "1                              0                           0   \n",
       "2                              0                           0   \n",
       "3                              0                           0   \n",
       "4                              0                           0   \n",
       "5                              0                           0   \n",
       "6                              0                           0   \n",
       "7                              0                           0   \n",
       "8                              0                           0   \n",
       "9                              0                           0   \n",
       "10                             0                           0   \n",
       "11                             0                           0   \n",
       "12                             0                           0   \n",
       "13                             0                           0   \n",
       "14                             0                           0   \n",
       "15                             0                           0   \n",
       "16                             0                           0   \n",
       "17                             0                           0   \n",
       "18                             0                           1   \n",
       "19                             0                           0   \n",
       "20                             0                           0   \n",
       "21                             1                           0   \n",
       "22                             0                           0   \n",
       "23                             0                           0   \n",
       "24                             0                           0   \n",
       "25                             0                           1   \n",
       "26                             0                           0   \n",
       "27                             0                           0   \n",
       "28                             0                           0   \n",
       "29                             0                           0   \n",
       "...                          ...                         ...   \n",
       "2914                           0                           0   \n",
       "2915                           0                           0   \n",
       "2916                           0                           0   \n",
       "2917                           0                           0   \n",
       "2918                           0                           0   \n",
       "2919                           0                           0   \n",
       "2920                           0                           0   \n",
       "2921                           0                           0   \n",
       "2922                           0                           0   \n",
       "2923                           0                           0   \n",
       "2924                           0                           0   \n",
       "2925                           0                           0   \n",
       "2926                           0                           0   \n",
       "2927                           0                           0   \n",
       "2928                           0                           0   \n",
       "2929                           0                           0   \n",
       "2930                           0                           0   \n",
       "2931                           0                           0   \n",
       "2932                           0                           0   \n",
       "2933                           0                           0   \n",
       "2934                           0                           0   \n",
       "2935                           0                           0   \n",
       "2936                           0                           0   \n",
       "2937                           0                           0   \n",
       "2938                           0                           0   \n",
       "2939                           0                           0   \n",
       "2940                           0                           0   \n",
       "2941                           0                           0   \n",
       "2942                           0                           0   \n",
       "2943                           0                           0   \n",
       "\n",
       "      Resolution_Rejected  Resolution_Wont Fix_new  \\\n",
       "0                       0                        0   \n",
       "1                       0                        0   \n",
       "2                       0                        0   \n",
       "3                       0                        0   \n",
       "4                       0                        0   \n",
       "5                       0                        0   \n",
       "6                       0                        0   \n",
       "7                       0                        0   \n",
       "8                       0                        0   \n",
       "9                       0                        0   \n",
       "10                      0                        0   \n",
       "11                      0                        0   \n",
       "12                      0                        0   \n",
       "13                      0                        0   \n",
       "14                      0                        0   \n",
       "15                      0                        0   \n",
       "16                      0                        0   \n",
       "17                      0                        0   \n",
       "18                      0                        0   \n",
       "19                      0                        0   \n",
       "20                      0                        0   \n",
       "21                      0                        0   \n",
       "22                      0                        0   \n",
       "23                      0                        0   \n",
       "24                      1                        0   \n",
       "25                      0                        0   \n",
       "26                      0                        0   \n",
       "27                      0                        0   \n",
       "28                      0                        0   \n",
       "29                      0                        0   \n",
       "...                   ...                      ...   \n",
       "2914                    0                        0   \n",
       "2915                    0                        0   \n",
       "2916                    0                        0   \n",
       "2917                    0                        0   \n",
       "2918                    0                        0   \n",
       "2919                    0                        0   \n",
       "2920                    0                        0   \n",
       "2921                    0                        0   \n",
       "2922                    0                        0   \n",
       "2923                    0                        0   \n",
       "2924                    0                        0   \n",
       "2925                    0                        0   \n",
       "2926                    0                        0   \n",
       "2927                    0                        0   \n",
       "2928                    0                        0   \n",
       "2929                    0                        0   \n",
       "2930                    0                        0   \n",
       "2931                    0                        0   \n",
       "2932                    0                        0   \n",
       "2933                    0                        0   \n",
       "2934                    0                        0   \n",
       "2935                    0                        0   \n",
       "2936                    0                        0   \n",
       "2937                    0                        0   \n",
       "2938                    0                        0   \n",
       "2939                    0                        0   \n",
       "2940                    0                        0   \n",
       "2941                    0                        0   \n",
       "2942                    0                        0   \n",
       "2943                    0                        0   \n",
       "\n",
       "      Resolution_Cannot Reproduce  Priority_ord  norm_ttr   norm_att  \\\n",
       "0                               0             2 -0.387633  -0.285635   \n",
       "1                               0             3 -0.374938  -0.285635   \n",
       "2                               0             3 -0.451106   1.040722   \n",
       "3                               0             2  0.259797  -0.285635   \n",
       "4                               0             3 -0.501885  -0.285635   \n",
       "5                               0             3  1.046869   3.693436   \n",
       "6                               0             3 -0.451106  -0.285635   \n",
       "7                               0             3 -0.247991  -0.285635   \n",
       "8                               0             3 -0.489190  -0.285635   \n",
       "9                               0             3 -0.489190  -0.285635   \n",
       "10                              0             2 -0.501885  -0.285635   \n",
       "11                              0             3 -0.235296  -0.285635   \n",
       "12                              0             3 -0.006791  -0.285635   \n",
       "13                              0             3  4.702944  -0.285635   \n",
       "14                              0             4  2.595623   1.040722   \n",
       "15                              0             3  1.668909  -0.285635   \n",
       "16                              0             3  1.173816  10.325221   \n",
       "17                              0             4 -0.438411  -0.285635   \n",
       "18                              0             3  1.364237  -0.285635   \n",
       "19                              1             3 -0.489190  -0.285635   \n",
       "20                              0             3  1.922804   5.019793   \n",
       "21                              0             3 -0.501885  -0.285635   \n",
       "22                              0             3  1.795857  -0.285635   \n",
       "23                              0             3  4.157072  -0.285635   \n",
       "24                              0             3  2.125919   8.998864   \n",
       "25                              0             3  0.297881  -0.285635   \n",
       "26                              0             3 -0.247991  -0.285635   \n",
       "27                              0             3  1.288068  -0.285635   \n",
       "28                              0             4 -0.501885  -0.285635   \n",
       "29                              0             3  0.043987  -0.285635   \n",
       "...                           ...           ...       ...        ...   \n",
       "2914                            0             3 -0.476496  -0.285635   \n",
       "2915                            0             3 -0.476496   1.040722   \n",
       "2916                            0             3 -0.489190  -0.285635   \n",
       "2917                            0             3 -0.387633  -0.285635   \n",
       "2918                            0             3 -0.336854  -0.285635   \n",
       "2919                            0             3  0.043987  -0.285635   \n",
       "2920                            0             3 -0.501885  -0.285635   \n",
       "2921                            0             3 -0.451106  -0.285635   \n",
       "2922                            0             4 -0.463801  -0.285635   \n",
       "2923                            0             3 -0.438411   2.367079   \n",
       "2924                            0             3 -0.501885  -0.285635   \n",
       "2925                            0             3 -0.057570  -0.285635   \n",
       "2926                            0             3 -0.413022  -0.285635   \n",
       "2927                            0             3 -0.501885  -0.285635   \n",
       "2928                            0             3  0.209018  -0.285635   \n",
       "2929                            0             3 -0.501885  -0.285635   \n",
       "2930                            0             3 -0.476496  -0.285635   \n",
       "2931                            0             3 -0.501885  -0.285635   \n",
       "2932                            0             3 -0.425717  -0.285635   \n",
       "2933                            0             3  0.005903  -0.285635   \n",
       "2934                            0             5 -0.501885  -0.285635   \n",
       "2935                            0             3 -0.501885  -0.285635   \n",
       "2936                            0             3  0.500997   1.040722   \n",
       "2937                            0             2 -0.425717  -0.285635   \n",
       "2938                            0             5 -0.501885  -0.285635   \n",
       "2939                            0             5 -0.451106  -0.285635   \n",
       "2940                            0             2 -0.501885  -0.285635   \n",
       "2941                            0             3 -0.006791  -0.285635   \n",
       "2942                            0             3 -0.362243  -0.285635   \n",
       "2943                            0             5 -0.501885  -0.285635   \n",
       "\n",
       "      norm_comm  \n",
       "0      1.506962  \n",
       "1     -0.472512  \n",
       "2      0.022356  \n",
       "3      0.517225  \n",
       "4     -0.719946  \n",
       "5     -0.225078  \n",
       "6      2.001830  \n",
       "7      0.764659  \n",
       "8     -0.472512  \n",
       "9     -0.472512  \n",
       "10     2.249264  \n",
       "11     0.517225  \n",
       "12    -0.719946  \n",
       "13     0.517225  \n",
       "14     1.506962  \n",
       "15     1.506962  \n",
       "16     2.001830  \n",
       "17     0.269791  \n",
       "18    -0.225078  \n",
       "19    -0.225078  \n",
       "20     6.950514  \n",
       "21     0.022356  \n",
       "22     0.022356  \n",
       "23     1.012093  \n",
       "24     5.218475  \n",
       "25     0.764659  \n",
       "26     1.012093  \n",
       "27     0.517225  \n",
       "28    -0.719946  \n",
       "29    -0.719946  \n",
       "...         ...  \n",
       "2914  -0.472512  \n",
       "2915  -0.472512  \n",
       "2916  -0.472512  \n",
       "2917  -0.472512  \n",
       "2918  -0.472512  \n",
       "2919  -0.472512  \n",
       "2920  -0.719946  \n",
       "2921   0.517225  \n",
       "2922  -0.719946  \n",
       "2923   0.269791  \n",
       "2924  -0.225078  \n",
       "2925  -0.472512  \n",
       "2926  -0.472512  \n",
       "2927  -0.719946  \n",
       "2928  -0.719946  \n",
       "2929  -0.719946  \n",
       "2930  -0.225078  \n",
       "2931  -0.225078  \n",
       "2932  -0.225078  \n",
       "2933  -0.719946  \n",
       "2934   0.022356  \n",
       "2935  -0.472512  \n",
       "2936   0.517225  \n",
       "2937   0.022356  \n",
       "2938  -0.472512  \n",
       "2939   0.269791  \n",
       "2940  -0.472512  \n",
       "2941  -0.225078  \n",
       "2942  -0.225078  \n",
       "2943  -0.719946  \n",
       "\n",
       "[2944 rows x 30 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clust_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "def corr_heatmap(data):\n",
    "    fig, ax = plt.subplots()\n",
    "    fig.set_size_inches(8,8)\n",
    "    corr_ = data.corr(method='pearson')\n",
    "    ax.set_xticks(numpy.arange(len(list(data))))\n",
    "    ax.set_yticks(numpy.arange(len(list(data))))\n",
    "    ax.set_xticklabels(list(data),rotation=90)\n",
    "    ax.set_yticklabels(list(data))\n",
    "    im = ax.imshow(corr_)\n",
    "    plt.colorbar(im)\n",
    "    return plt.show()\n",
    "\n",
    "\n",
    "corr_heatmap(clust_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.bar(*args, **kwargs)>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
    "from scipy.spatial.distance import cdist\n",
    "\n",
    "def silh_index(data,title):\n",
    "    silh_ind={}\n",
    "    for i in range(3,20):\n",
    "        kmeans=KMeans(n_clusters=i, random_state=42)\n",
    "        labi=kmeans.fit_predict(data)\n",
    "        silhouette_avg = silhouette_score(data,labi)\n",
    "        silh_ind.update({i:silhouette_avg})\n",
    "    plt.figure()\n",
    "    plt.xticks(range(len(silh_ind)), silh_ind.keys(),rotation=90, rotation_mode='anchor')    \n",
    "    plt.bar(range(len(silh_ind)), silh_ind.values(), align='center')\n",
    "    plt.title(title)\n",
    "    return plt.bar\n",
    "\n",
    "silh_index(clust_data,'The Silhouette Method showing the optimal clusters for AS7')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: {'Logging_lab': 0.041, 'Resolution_Cannot Reproduce': 0.069, 'Web_lab': 0.098, 'Resolution_Wont Fix_new': 0.053, 'Server_lab': 0.065, 'DomManag_lab': 0.229, 'JCA_lab': 0.037, 'EJB_lab': 0.065, 'norm_att': -0.156, 'was_reopened': 0.171, 'Resolution_Done': 0.527, 'EE_lab': 0.045, 'Config_lab': 0.02, 'Docs_lab': 0.012, 'norm_ttr': 2.495, 'Deploy_lab': 0.016, 'Build_lab': 0.008, 'Rest_lab': 0.008, 'Resolution_Duplicate Issue': 0.024, 'JMS_lab': 0.045, 'OSGI_lab': 0.065, 'Testsuite_lab': 0.029, 'Priority_ord': 2.951, 'ORM_lab': 0.029, 'Resolution_Rejected': 0.082, 'Clustering_lab': 0.086, 'Resolution_Out of Date_new': 0.245, 'Security_lab': 0.02, 'norm_comm': 0.519, 'Other_lab': 0.22}, 1: {'Logging_lab': 0.03, 'Resolution_Cannot Reproduce': 0.025, 'Web_lab': 0.066, 'Resolution_Wont Fix_new': 0.023, 'Server_lab': 0.06, 'DomManag_lab': 0.188, 'JCA_lab': 0.071, 'EJB_lab': 0.079, 'norm_att': -0.202, 'was_reopened': 0.07, 'Resolution_Done': 0.794, 'EE_lab': 0.025, 'Config_lab': 0.016, 'Docs_lab': 0.008, 'norm_ttr': -0.251, 'Deploy_lab': 0.037, 'Build_lab': 0.01, 'Rest_lab': 0.012, 'Resolution_Duplicate Issue': 0.04, 'JMS_lab': 0.054, 'OSGI_lab': 0.06, 'Testsuite_lab': 0.036, 'Priority_ord': 3.159, 'ORM_lab': 0.029, 'Resolution_Rejected': 0.081, 'Clustering_lab': 0.074, 'Resolution_Out of Date_new': 0.036, 'Security_lab': 0.029, 'norm_comm': -0.169, 'Other_lab': 0.22}, 2: {'Logging_lab': 0.022, 'Resolution_Cannot Reproduce': 0.043, 'Web_lab': 0.054, 'Resolution_Wont Fix_new': 0.065, 'Server_lab': 0.086, 'DomManag_lab': 0.081, 'JCA_lab': 0.032, 'EJB_lab': 0.177, 'norm_att': 2.938, 'was_reopened': 0.188, 'Resolution_Done': 0.688, 'EE_lab': 0.059, 'Config_lab': 0.032, 'Docs_lab': 0.022, 'norm_ttr': 0.104, 'Deploy_lab': 0.059, 'Build_lab': 0.022, 'Rest_lab': 0.011, 'Resolution_Duplicate Issue': 0.027, 'JMS_lab': 0.075, 'OSGI_lab': 0.075, 'Testsuite_lab': 0.027, 'Priority_ord': 3.21, 'ORM_lab': 0.075, 'Resolution_Rejected': 0.145, 'Clustering_lab': 0.097, 'Resolution_Out of Date_new': 0.032, 'Security_lab': 0.022, 'norm_comm': 1.597, 'Other_lab': 0.151}}\n",
      "cluster_km\n",
      "0     245\n",
      "1    2513\n",
      "2     186\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "def km_clustering(n,data): \n",
    "    headers=list(data)\n",
    "    zz={}\n",
    "    km = KMeans(n_clusters=n, random_state=42).fit(data)\n",
    "    data['cluster_km'] = km.labels_\n",
    "    zentr=numpy.round(km.cluster_centers_, 3)    \n",
    "\n",
    "    for i in range(n):\n",
    "        zrow=zentr[i,:]\n",
    "        zi=dict(zip(headers, zrow))\n",
    "        zz.update({i:zi})             \n",
    "    print(zz) \n",
    "    return data\n",
    "\n",
    "data_km=clust_data[['Config_lab', 'Clustering_lab', 'Deploy_lab', 'DomManag_lab', 'EJB_lab', 'JMS_lab', 'Security_lab', 'Server_lab', 'Web_lab', 'Docs_lab', 'Build_lab', 'Testsuite_lab', 'ORM_lab', 'Rest_lab', 'Logging_lab', 'EE_lab', 'OSGI_lab', 'JCA_lab', 'Other_lab','was_reopened','Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Out of Date_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new','Resolution_Cannot Reproduce', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n",
    "\n",
    "d_km=km_clustering(3,data_km)\n",
    "print (d_km.groupby(['cluster_km']).size())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/usr/local/lib/python3.5/dist-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.mixture import GaussianMixture\n",
    "\n",
    "\n",
    "def AIC_BIC(data, title):\n",
    "    plt.figure()\n",
    "    n_components = numpy.arange(3, 17)    \n",
    "    models = [GaussianMixture(n, covariance_type='tied', random_state=80).fit(data)\n",
    "              for n in n_components]\n",
    "    plt.plot(n_components, [m.bic(data) for m in models], label='BIC')\n",
    "    plt.plot(n_components, [m.aic(data) for m in models], label='AIC')\n",
    "    plt.legend() \n",
    "    plt.title(title)\n",
    "    plt.grid(True)\n",
    "    return plt\n",
    "\n",
    "AIC_BIC(clust_data, 'BIC/AIC showing the optimal clusters for AS7')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster # 0, count: 219\n",
      "Config_lab                     0.200913\n",
      "Clustering_lab                 0.050228\n",
      "Deploy_lab                     0.086758\n",
      "DomManag_lab                   0.095890\n",
      "EJB_lab                        0.114155\n",
      "JMS_lab                        0.054795\n",
      "Security_lab                   0.022831\n",
      "Server_lab                     0.068493\n",
      "Web_lab                        0.073059\n",
      "Docs_lab                       0.009132\n",
      "Build_lab                      0.018265\n",
      "Testsuite_lab                  0.022831\n",
      "ORM_lab                        0.027397\n",
      "Rest_lab                       0.009132\n",
      "Logging_lab                    0.027397\n",
      "EE_lab                         0.041096\n",
      "OSGI_lab                       0.105023\n",
      "JCA_lab                        0.045662\n",
      "Other_lab                      0.109589\n",
      "was_reopened                   0.105023\n",
      "Resolution_Done                0.671233\n",
      "Resolution_Duplicate Issue     0.059361\n",
      "Resolution_Out of Date_new     0.041096\n",
      "Resolution_Rejected            0.146119\n",
      "Resolution_Wont Fix_new        0.036530\n",
      "Resolution_Cannot Reproduce    0.045662\n",
      "Priority_ord                   3.059361\n",
      "norm_ttr                      -0.171881\n",
      "norm_att                       1.446502\n",
      "norm_comm                      0.180534\n",
      "cluster_em                     0.000000\n",
      "dtype: float64\n",
      "Cluster # 1, count: 401\n",
      "Config_lab                     0.206983\n",
      "Clustering_lab                 0.049875\n",
      "Deploy_lab                     0.049875\n",
      "DomManag_lab                   0.122195\n",
      "EJB_lab                        0.089776\n",
      "JMS_lab                        0.044888\n",
      "Security_lab                   0.029925\n",
      "Server_lab                     0.079800\n",
      "Web_lab                        0.067332\n",
      "Docs_lab                       0.012469\n",
      "Build_lab                      0.009975\n",
      "Testsuite_lab                  0.039900\n",
      "ORM_lab                        0.034913\n",
      "Rest_lab                       0.024938\n",
      "Logging_lab                    0.029925\n",
      "EE_lab                         0.022444\n",
      "OSGI_lab                       0.074813\n",
      "JCA_lab                        0.067332\n",
      "Other_lab                      0.124688\n",
      "was_reopened                   0.052369\n",
      "Resolution_Done                0.012469\n",
      "Resolution_Duplicate Issue     0.187032\n",
      "Resolution_Out of Date_new     0.169576\n",
      "Resolution_Rejected            0.411471\n",
      "Resolution_Wont Fix_new        0.107232\n",
      "Resolution_Cannot Reproduce    0.112219\n",
      "Priority_ord                   2.997506\n",
      "norm_ttr                      -0.307476\n",
      "norm_att                      -0.285635\n",
      "norm_comm                     -0.150416\n",
      "cluster_em                     1.000000\n",
      "dtype: float64\n",
      "Cluster # 2, count: 104\n",
      "Config_lab                     0.000000\n",
      "Clustering_lab                 0.000000\n",
      "Deploy_lab                     0.000000\n",
      "DomManag_lab                   1.000000\n",
      "EJB_lab                        0.000000\n",
      "JMS_lab                        0.000000\n",
      "Security_lab                   0.000000\n",
      "Server_lab                     0.000000\n",
      "Web_lab                        0.000000\n",
      "Docs_lab                       0.000000\n",
      "Build_lab                      0.000000\n",
      "Testsuite_lab                  0.000000\n",
      "ORM_lab                        0.000000\n",
      "Rest_lab                       0.000000\n",
      "Logging_lab                    0.000000\n",
      "EE_lab                         0.000000\n",
      "OSGI_lab                       0.000000\n",
      "JCA_lab                        0.000000\n",
      "Other_lab                      0.000000\n",
      "was_reopened                   0.000000\n",
      "Resolution_Done                1.000000\n",
      "Resolution_Duplicate Issue     0.000000\n",
      "Resolution_Out of Date_new     0.000000\n",
      "Resolution_Rejected            0.000000\n",
      "Resolution_Wont Fix_new        0.000000\n",
      "Resolution_Cannot Reproduce    0.000000\n",
      "Priority_ord                   3.000000\n",
      "norm_ttr                      -0.415341\n",
      "norm_att                      -0.285635\n",
      "norm_comm                     -0.589091\n",
      "cluster_em                     2.000000\n",
      "dtype: float64\n",
      "Cluster # 3, count: 29\n",
      "Config_lab                     0.172414\n",
      "Clustering_lab                 0.068966\n",
      "Deploy_lab                     0.103448\n",
      "DomManag_lab                   0.034483\n",
      "EJB_lab                        0.206897\n",
      "JMS_lab                        0.137931\n",
      "Security_lab                   0.068966\n",
      "Server_lab                     0.034483\n",
      "Web_lab                        0.000000\n",
      "Docs_lab                       0.034483\n",
      "Build_lab                      0.000000\n",
      "Testsuite_lab                  0.000000\n",
      "ORM_lab                        0.172414\n",
      "Rest_lab                       0.000000\n",
      "Logging_lab                    0.034483\n",
      "EE_lab                         0.034483\n",
      "OSGI_lab                       0.103448\n",
      "JCA_lab                        0.068966\n",
      "Other_lab                      0.103448\n",
      "was_reopened                   0.275862\n",
      "Resolution_Done                0.758621\n",
      "Resolution_Duplicate Issue     0.034483\n",
      "Resolution_Out of Date_new     0.000000\n",
      "Resolution_Rejected            0.137931\n",
      "Resolution_Wont Fix_new        0.034483\n",
      "Resolution_Cannot Reproduce    0.034483\n",
      "Priority_ord                   3.241379\n",
      "norm_ttr                       0.186693\n",
      "norm_att                       2.824443\n",
      "norm_comm                      2.343119\n",
      "cluster_em                     3.000000\n",
      "dtype: float64\n",
      "Cluster # 4, count: 328\n",
      "Config_lab                     0.140244\n",
      "Clustering_lab                 0.146341\n",
      "Deploy_lab                     0.018293\n",
      "DomManag_lab                   0.286585\n",
      "EJB_lab                        0.082317\n",
      "JMS_lab                        0.051829\n",
      "Security_lab                   0.048780\n",
      "Server_lab                     0.054878\n",
      "Web_lab                        0.051829\n",
      "Docs_lab                       0.003049\n",
      "Build_lab                      0.003049\n",
      "Testsuite_lab                  0.039634\n",
      "ORM_lab                        0.003049\n",
      "Rest_lab                       0.009146\n",
      "Logging_lab                    0.021341\n",
      "EE_lab                         0.024390\n",
      "OSGI_lab                       0.045732\n",
      "JCA_lab                        0.060976\n",
      "Other_lab                      0.088415\n",
      "was_reopened                   0.051829\n",
      "Resolution_Done                0.935976\n",
      "Resolution_Duplicate Issue     0.030488\n",
      "Resolution_Out of Date_new     0.003049\n",
      "Resolution_Rejected            0.021341\n",
      "Resolution_Wont Fix_new        0.000000\n",
      "Resolution_Cannot Reproduce    0.009146\n",
      "Priority_ord                   4.454268\n",
      "norm_ttr                      -0.304111\n",
      "norm_att                      -0.245198\n",
      "norm_comm                     -0.230358\n",
      "cluster_em                     4.000000\n",
      "dtype: float64\n",
      "Cluster # 5, count: 112\n",
      "Config_lab                     0.187500\n",
      "Clustering_lab                 0.160714\n",
      "Deploy_lab                     0.035714\n",
      "DomManag_lab                   0.107143\n",
      "EJB_lab                        0.160714\n",
      "JMS_lab                        0.071429\n",
      "Security_lab                   0.035714\n",
      "Server_lab                     0.071429\n",
      "Web_lab                        0.071429\n",
      "Docs_lab                       0.008929\n",
      "Build_lab                      0.000000\n",
      "Testsuite_lab                  0.044643\n",
      "ORM_lab                        0.116071\n",
      "Rest_lab                       0.008929\n",
      "Logging_lab                    0.017857\n",
      "EE_lab                         0.053571\n",
      "OSGI_lab                       0.053571\n",
      "JCA_lab                        0.053571\n",
      "Other_lab                      0.062500\n",
      "was_reopened                   0.348214\n",
      "Resolution_Done                0.723214\n",
      "Resolution_Duplicate Issue     0.026786\n",
      "Resolution_Out of Date_new     0.044643\n",
      "Resolution_Rejected            0.116071\n",
      "Resolution_Wont Fix_new        0.035714\n",
      "Resolution_Cannot Reproduce    0.053571\n",
      "Priority_ord                   3.267857\n",
      "norm_ttr                       0.179889\n",
      "norm_att                      -0.025101\n",
      "norm_comm                      2.412748\n",
      "cluster_em                     5.000000\n",
      "dtype: float64\n",
      "Cluster # 6, count: 8\n",
      "Config_lab                     0.000000\n",
      "Clustering_lab                 0.250000\n",
      "Deploy_lab                     0.000000\n",
      "DomManag_lab                   0.000000\n",
      "EJB_lab                        0.000000\n",
      "JMS_lab                        0.000000\n",
      "Security_lab                   0.000000\n",
      "Server_lab                     0.250000\n",
      "Web_lab                        0.000000\n",
      "Docs_lab                       0.000000\n",
      "Build_lab                      0.125000\n",
      "Testsuite_lab                  0.000000\n",
      "ORM_lab                        0.000000\n",
      "Rest_lab                       0.000000\n",
      "Logging_lab                    0.000000\n",
      "EE_lab                         0.375000\n",
      "OSGI_lab                       0.000000\n",
      "JCA_lab                        0.000000\n",
      "Other_lab                      0.000000\n",
      "was_reopened                   0.000000\n",
      "Resolution_Done                0.750000\n",
      "Resolution_Duplicate Issue     0.000000\n",
      "Resolution_Out of Date_new     0.125000\n",
      "Resolution_Rejected            0.125000\n",
      "Resolution_Wont Fix_new        0.000000\n",
      "Resolution_Cannot Reproduce    0.000000\n",
      "Priority_ord                   3.125000\n",
      "norm_ttr                       0.969114\n",
      "norm_att                       9.827837\n",
      "norm_comm                      3.239001\n",
      "cluster_em                     6.000000\n",
      "dtype: float64\n",
      "Cluster # 7, count: 793\n",
      "Config_lab                     0.001261\n",
      "Clustering_lab                 0.090794\n",
      "Deploy_lab                     0.046658\n",
      "DomManag_lab                   0.098361\n",
      "EJB_lab                        0.105927\n",
      "JMS_lab                        0.074401\n",
      "Security_lab                   0.031526\n",
      "Server_lab                     0.065574\n",
      "Web_lab                        0.092055\n",
      "Docs_lab                       0.008827\n",
      "Build_lab                      0.015132\n",
      "Testsuite_lab                  0.039092\n",
      "ORM_lab                        0.041614\n",
      "Rest_lab                       0.011349\n",
      "Logging_lab                    0.049180\n",
      "EE_lab                         0.036570\n",
      "OSGI_lab                       0.081967\n",
      "JCA_lab                        0.000000\n",
      "Other_lab                      0.187894\n",
      "was_reopened                   0.017654\n",
      "Resolution_Done                1.000000\n",
      "Resolution_Duplicate Issue     0.000000\n",
      "Resolution_Out of Date_new     0.000000\n",
      "Resolution_Rejected            0.000000\n",
      "Resolution_Wont Fix_new        0.000000\n",
      "Resolution_Cannot Reproduce    0.000000\n",
      "Priority_ord                   2.920555\n",
      "norm_ttr                      -0.355776\n",
      "norm_att                      -0.285635\n",
      "norm_comm                     -0.466896\n",
      "cluster_em                     7.000000\n",
      "dtype: float64\n",
      "Cluster # 8, count: 35\n",
      "Config_lab                     0.142857\n",
      "Clustering_lab                 0.085714\n",
      "Deploy_lab                     0.057143\n",
      "DomManag_lab                   0.171429\n",
      "EJB_lab                        0.142857\n",
      "JMS_lab                        0.085714\n",
      "Security_lab                   0.028571\n",
      "Server_lab                     0.114286\n",
      "Web_lab                        0.057143\n",
      "Docs_lab                       0.057143\n",
      "Build_lab                      0.000000\n",
      "Testsuite_lab                  0.000000\n",
      "ORM_lab                        0.057143\n",
      "Rest_lab                       0.028571\n",
      "Logging_lab                    0.000000\n",
      "EE_lab                         0.028571\n",
      "OSGI_lab                       0.114286\n",
      "JCA_lab                        0.028571\n",
      "Other_lab                      0.114286\n",
      "was_reopened                   0.114286\n",
      "Resolution_Done                0.628571\n",
      "Resolution_Duplicate Issue     0.028571\n",
      "Resolution_Out of Date_new     0.000000\n",
      "Resolution_Rejected            0.200000\n",
      "Resolution_Wont Fix_new        0.114286\n",
      "Resolution_Cannot Reproduce    0.028571\n",
      "Priority_ord                   3.257143\n",
      "norm_ttr                      -0.106898\n",
      "norm_att                       4.565042\n",
      "norm_comm                      0.283930\n",
      "cluster_em                     8.000000\n",
      "dtype: float64\n",
      "Cluster # 9, count: 11\n",
      "Config_lab                     0.000000\n",
      "Clustering_lab                 0.090909\n",
      "Deploy_lab                     0.000000\n",
      "DomManag_lab                   0.090909\n",
      "EJB_lab                        0.272727\n",
      "JMS_lab                        0.000000\n",
      "Security_lab                   0.000000\n",
      "Server_lab                     0.272727\n",
      "Web_lab                        0.000000\n",
      "Docs_lab                       0.000000\n",
      "Build_lab                      0.000000\n",
      "Testsuite_lab                  0.090909\n",
      "ORM_lab                        0.181818\n",
      "Rest_lab                       0.000000\n",
      "Logging_lab                    0.090909\n",
      "EE_lab                         0.090909\n",
      "OSGI_lab                       0.000000\n",
      "JCA_lab                        0.000000\n",
      "Other_lab                      0.090909\n",
      "was_reopened                   0.181818\n",
      "Resolution_Done                0.636364\n",
      "Resolution_Duplicate Issue     0.000000\n",
      "Resolution_Out of Date_new     0.000000\n",
      "Resolution_Rejected            0.090909\n",
      "Resolution_Wont Fix_new        0.090909\n",
      "Resolution_Cannot Reproduce    0.181818\n",
      "Priority_ord                   3.454545\n",
      "norm_ttr                       0.801053\n",
      "norm_att                       2.246501\n",
      "norm_comm                      8.525095\n",
      "cluster_em                     9.000000\n",
      "dtype: float64\n",
      "Cluster # 10, count: 210\n",
      "Config_lab                      0.209524\n",
      "Clustering_lab                  0.042857\n",
      "Deploy_lab                      0.023810\n",
      "DomManag_lab                    0.295238\n",
      "EJB_lab                         0.047619\n",
      "JMS_lab                         0.061905\n",
      "Security_lab                    0.047619\n",
      "Server_lab                      0.100000\n",
      "Web_lab                         0.042857\n",
      "Docs_lab                        0.014286\n",
      "Build_lab                       0.009524\n",
      "Testsuite_lab                   0.047619\n",
      "ORM_lab                         0.014286\n",
      "Rest_lab                        0.009524\n",
      "Logging_lab                     0.057143\n",
      "EE_lab                          0.009524\n",
      "OSGI_lab                        0.042857\n",
      "JCA_lab                         0.085714\n",
      "Other_lab                       0.090476\n",
      "was_reopened                    0.061905\n",
      "Resolution_Done                 0.733333\n",
      "Resolution_Duplicate Issue      0.023810\n",
      "Resolution_Out of Date_new      0.114286\n",
      "Resolution_Rejected             0.028571\n",
      "Resolution_Wont Fix_new         0.042857\n",
      "Resolution_Cannot Reproduce     0.057143\n",
      "Priority_ord                    2.909524\n",
      "norm_ttr                        0.934853\n",
      "norm_att                       -0.266687\n",
      "norm_comm                      -0.183839\n",
      "cluster_em                     10.000000\n",
      "dtype: float64\n",
      "Cluster # 11, count: 28\n",
      "Config_lab                      0.142857\n",
      "Clustering_lab                  0.035714\n",
      "Deploy_lab                      0.000000\n",
      "DomManag_lab                    0.142857\n",
      "EJB_lab                         0.035714\n",
      "JMS_lab                         0.000000\n",
      "Security_lab                    0.071429\n",
      "Server_lab                      0.142857\n",
      "Web_lab                         0.107143\n",
      "Docs_lab                        0.035714\n",
      "Build_lab                       0.035714\n",
      "Testsuite_lab                   0.107143\n",
      "ORM_lab                         0.035714\n",
      "Rest_lab                        0.035714\n",
      "Logging_lab                     0.035714\n",
      "EE_lab                          0.035714\n",
      "OSGI_lab                        0.178571\n",
      "JCA_lab                         0.000000\n",
      "Other_lab                       0.035714\n",
      "was_reopened                    0.285714\n",
      "Resolution_Done                 0.500000\n",
      "Resolution_Duplicate Issue      0.035714\n",
      "Resolution_Out of Date_new      0.285714\n",
      "Resolution_Rejected             0.035714\n",
      "Resolution_Wont Fix_new         0.142857\n",
      "Resolution_Cannot Reproduce     0.000000\n",
      "Priority_ord                    2.714286\n",
      "norm_ttr                        5.159046\n",
      "norm_att                        0.614393\n",
      "norm_comm                       1.020930\n",
      "cluster_em                     11.000000\n",
      "dtype: float64\n",
      "Cluster # 12, count: 279\n",
      "Config_lab                      1.000000\n",
      "Clustering_lab                  0.000000\n",
      "Deploy_lab                      0.003584\n",
      "DomManag_lab                    0.082437\n",
      "EJB_lab                         0.000000\n",
      "JMS_lab                         0.003584\n",
      "Security_lab                    0.000000\n",
      "Server_lab                      0.000000\n",
      "Web_lab                         0.000000\n",
      "Docs_lab                        0.000000\n",
      "Build_lab                       0.000000\n",
      "Testsuite_lab                   0.003584\n",
      "ORM_lab                         0.000000\n",
      "Rest_lab                        0.000000\n",
      "Logging_lab                     0.003584\n",
      "EE_lab                          0.000000\n",
      "OSGI_lab                        0.010753\n",
      "JCA_lab                         0.326165\n",
      "Other_lab                       0.000000\n",
      "was_reopened                    0.007168\n",
      "Resolution_Done                 1.000000\n",
      "Resolution_Duplicate Issue      0.000000\n",
      "Resolution_Out of Date_new      0.000000\n",
      "Resolution_Rejected             0.000000\n",
      "Resolution_Wont Fix_new         0.000000\n",
      "Resolution_Cannot Reproduce     0.000000\n",
      "Priority_ord                    2.953405\n",
      "norm_ttr                       -0.366338\n",
      "norm_att                       -0.285635\n",
      "norm_comm                      -0.476059\n",
      "cluster_em                     12.000000\n",
      "dtype: float64\n",
      "Cluster # 13, count: 137\n",
      "Config_lab                      0.248175\n",
      "Clustering_lab                  0.094891\n",
      "Deploy_lab                      0.021898\n",
      "DomManag_lab                    0.211679\n",
      "EJB_lab                         0.080292\n",
      "JMS_lab                         0.043796\n",
      "Security_lab                    0.007299\n",
      "Server_lab                      0.043796\n",
      "Web_lab                         0.109489\n",
      "Docs_lab                        0.014599\n",
      "Build_lab                       0.000000\n",
      "Testsuite_lab                   0.021898\n",
      "ORM_lab                         0.021898\n",
      "Rest_lab                        0.007299\n",
      "Logging_lab                     0.029197\n",
      "EE_lab                          0.058394\n",
      "OSGI_lab                        0.065693\n",
      "JCA_lab                         0.021898\n",
      "Other_lab                       0.051095\n",
      "was_reopened                    0.160584\n",
      "Resolution_Done                 0.467153\n",
      "Resolution_Duplicate Issue      0.021898\n",
      "Resolution_Out of Date_new      0.299270\n",
      "Resolution_Rejected             0.102190\n",
      "Resolution_Wont Fix_new         0.058394\n",
      "Resolution_Cannot Reproduce     0.051095\n",
      "Priority_ord                    2.890511\n",
      "norm_ttr                        2.604611\n",
      "norm_att                       -0.130732\n",
      "norm_comm                       0.262566\n",
      "cluster_em                     13.000000\n",
      "dtype: float64\n",
      "Cluster # 14, count: 250\n",
      "Config_lab                      0.164000\n",
      "Clustering_lab                  0.096000\n",
      "Deploy_lab                      0.036000\n",
      "DomManag_lab                    0.240000\n",
      "EJB_lab                         0.088000\n",
      "JMS_lab                         0.080000\n",
      "Security_lab                    0.020000\n",
      "Server_lab                      0.068000\n",
      "Web_lab                         0.116000\n",
      "Docs_lab                        0.004000\n",
      "Build_lab                       0.024000\n",
      "Testsuite_lab                   0.060000\n",
      "ORM_lab                         0.044000\n",
      "Rest_lab                        0.020000\n",
      "Logging_lab                     0.016000\n",
      "EE_lab                          0.028000\n",
      "OSGI_lab                        0.040000\n",
      "JCA_lab                         0.064000\n",
      "Other_lab                       0.076000\n",
      "was_reopened                    0.320000\n",
      "Resolution_Done                 0.992000\n",
      "Resolution_Duplicate Issue      0.000000\n",
      "Resolution_Out of Date_new      0.000000\n",
      "Resolution_Rejected             0.000000\n",
      "Resolution_Wont Fix_new         0.000000\n",
      "Resolution_Cannot Reproduce     0.008000\n",
      "Priority_ord                    3.012000\n",
      "norm_ttr                       -0.191068\n",
      "norm_att                       -0.285635\n",
      "norm_comm                       0.667665\n",
      "cluster_em                     14.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "def em_clust(data,n):\n",
    "    gmm = GaussianMixture(n_components=n, covariance_type='spherical', random_state=80)\n",
    "    gmm.fit(data)\n",
    "    data['cluster_em'] = gmm.predict(data)\n",
    "    for i in range (n):\n",
    "        temp=data[data['cluster_em']==i]\n",
    "        print ('Cluster # '+str(i)+ ', count: '+str(len(temp.index)))\n",
    "        print (temp.mean())\n",
    "\n",
    "    return \n",
    "\n",
    "\n",
    "clust_data_gmm=clust_data[['Config_lab', 'Clustering_lab', 'Deploy_lab', 'DomManag_lab', 'EJB_lab', 'JMS_lab', 'Security_lab', 'Server_lab', 'Web_lab', 'Docs_lab', 'Build_lab', 'Testsuite_lab', 'ORM_lab', 'Rest_lab', 'Logging_lab', 'EE_lab', 'OSGI_lab', 'JCA_lab', 'Other_lab','was_reopened','Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Out of Date_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new','Resolution_Cannot Reproduce', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n",
    "\n",
    "em_clust(clust_data_gmm,15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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